From 413ab51e2d5e607360923f31bfce8c8c9939e29f Mon Sep 17 00:00:00 2001 From: Bousquin Date: Tue, 6 Feb 2024 20:16:15 -0600 Subject: [PATCH] Refresh data results 2/6/2024 --- demos/Harmonize_Tampa_Detailed.ipynb | 3510 +++++++++++++------------- 1 file changed, 1718 insertions(+), 1792 deletions(-) diff --git a/demos/Harmonize_Tampa_Detailed.ipynb b/demos/Harmonize_Tampa_Detailed.ipynb index 7c1b96a..4890a28 100644 --- a/demos/Harmonize_Tampa_Detailed.ipynb +++ b/demos/Harmonize_Tampa_Detailed.ipynb @@ -160,7 +160,7 @@ { "data": { "text/plain": [ - "(15517, 37)" + "(15560, 37)" ] }, "execution_count": 6, @@ -482,26 +482,33 @@ "\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mDocstring:\u001b[0m\n", - "Takes a DataFrame with lat/lon in multiple Coordinate Reference Systems,\n", - "transforms them to outCRS and converts to GeoDataFrame\n", + "Create harmonized geopandas GeoDataframe from pandas DataFrame.\n", + "\n", + "Takes a :class:`~pandas.DataFrame` with lat/lon in multiple Coordinate\n", + "Reference Systems (CRS), transforms them to out_EPSG CRS, and converts to\n", + ":class:`geopandas.GeoDataFrame`. A 'QA_flag' column is added to the result\n", + "and populated for any row that has location based problems like limited\n", + "decimal precision or an unknown input CRS.\n", "\n", "Parameters\n", "----------\n", "df_in : pandas.DataFrame\n", - " DataFrame with the required columns to be converted to GeoDataFrame.\n", - "out_EPSG : Integer, optional\n", + " DataFrame with the required columns (see kwargs for expected defaults)\n", + " to be converted to GeoDataFrame.\n", + "out_EPSG : int, optional\n", " EPSG factory code for desired output Coordinate Reference System datum.\n", " The default is 4326, for the WGS84 Datum used by WQP queries.\n", "intermediate_columns : Boolean, optional\n", " Return intermediate columns. Default 'False' does not return these.\n", - "Keyword Arguments:\n", - "crs_col : string, optional\n", + "**kwargs: optional\n", + " Accepts crs_col, lat_col, and lon_col parameters if non-default:\n", + "crs_col : str, optional\n", " Name of column in DataFrame with the Coordinate Reference System datum.\n", " The default is 'HorizontalCoordinateReferenceSystemDatumName'.\n", - "lat_col : string, optional\n", + "lat_col : str, optional\n", " Name of column in DataFrame with the latitude coordinate.\n", " The default is 'LatitudeMeasure'.\n", - "lon_col : string, optional\n", + "lon_col : str, optional\n", " Name of column in DataFrame with the longitude coordinate.\n", " The default is 'LongitudeMeasure'.\n", "\n", @@ -509,6 +516,37 @@ "-------\n", "gdf : geopandas.GeoDataFrame\n", " GeoDataFrame of df_in with coordinates in out_EPSG datum.\n", + "\n", + "Examples\n", + "--------\n", + "Build pandas DataFrame to use in example:\n", + "\n", + ">>> df_in = pandas.DataFrame({'LatitudeMeasure': [27.5950355,\n", + "... 27.52183,\n", + "... 28.0661111],\n", + "... 'LongitudeMeasure': [-82.0300865,\n", + "... -82.64476,\n", + "... -82.3775],\n", + "... 'HorizontalCoordinateReferenceSystemDatumName': ['NAD83',\n", + "... 'WGS84',\n", + "... 'NAD27'],\n", + "... })\n", + ">>> df_in\n", + " LatitudeMeasure ... HorizontalCoordinateReferenceSystemDatumName\n", + "0 27.595036 ... NAD83\n", + "1 27.521830 ... WGS84\n", + "2 28.066111 ... NAD27\n", + "\n", + "[3 rows x 3 columns]\n", + "\n", + ">>> from harmonize_wq import location\n", + ">>> location.harmonize_locations(df_in)\n", + " LatitudeMeasure LongitudeMeasure ... QA_flag geometry\n", + "0 27.595036 -82.030086 ... NaN POINT (-82.03009 27.59504)\n", + "1 27.521830 -82.644760 ... NaN POINT (-82.64476 27.52183)\n", + "2 28.066111 -82.377500 ... NaN POINT (-82.37750 28.06611)\n", + "\n", + "[3 rows x 5 columns]\n", "\u001b[1;31mFile:\u001b[0m c:\\users\\jbousqui\\local_gis\\python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\location.py\n", "\u001b[1;31mType:\u001b[0m function" ] @@ -530,7 +568,7 @@ { "data": { "text/plain": [ - "(15517, 42)" + "(15560, 42)" ] }, "execution_count": 11, @@ -577,7 +615,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -636,7 +674,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -699,7 +737,7 @@ { "data": { "text/plain": [ - "10223" + "10229" ] }, "execution_count": 18, @@ -740,7 +778,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,10,13,15,17,19,22,23,28,31,32,33,36,38,56,57,58,60,61,62,63,64,65,70,71,73) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\dataretrieval\\wqp.py:83: DtypeWarning: Columns (9,10,13,15,17,19,22,23,28,31,32,33,36,38,58,60,61,62,63,64,65,70,71,73) have mixed types. Specify dtype option on import or set low_memory=False.\n", " df = pd.read_csv(StringIO(response.text), delimiter=',')\n" ] } @@ -946,7 +984,7 @@ " ...\n", " \n", " \n", - " 1420869\n", + " 1443525\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500762\n", @@ -954,7 +992,7 @@ " NaN\n", " NaN\n", " USGS-273926082304501\n", - " NWIS-6843062\n", + " NWIS-6842517\n", " NaN\n", " NaN\n", " ...\n", @@ -970,7 +1008,7 @@ " NWIS\n", " \n", " \n", - " 1420870\n", + " 1443526\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500762\n", @@ -978,7 +1016,7 @@ " NaN\n", " NaN\n", " USGS-273926082304501\n", - " NWIS-6843065\n", + " NWIS-6842520\n", " NaN\n", " NaN\n", " ...\n", @@ -994,7 +1032,7 @@ " NWIS\n", " \n", " \n", - " 1420871\n", + " 1443527\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95800924\n", @@ -1002,7 +1040,7 @@ " 14:05:00\n", " EST\n", " USGS-02306001\n", - " NWIS-6894931\n", + " NWIS-6894386\n", " NaN\n", " NaN\n", " ...\n", @@ -1018,7 +1056,7 @@ " NWIS\n", " \n", " \n", - " 1420872\n", + " 1443528\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500782\n", @@ -1026,7 +1064,7 @@ " NaN\n", " NaN\n", " USGS-274455082253601\n", - " NWIS-6843462\n", + " NWIS-6842917\n", " NaN\n", " NaN\n", " ...\n", @@ -1042,7 +1080,7 @@ " NWIS\n", " \n", " \n", - " 1420873\n", + " 1443529\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500782\n", @@ -1050,7 +1088,7 @@ " NaN\n", " NaN\n", " USGS-274455082253601\n", - " NWIS-6843465\n", + " NWIS-6842920\n", " NaN\n", " NaN\n", " ...\n", @@ -1067,7 +1105,7 @@ " \n", " \n", "\n", - "

1420874 rows × 78 columns

\n", + "

1443530 rows × 78 columns

\n", "" ], "text/plain": [ @@ -1078,11 +1116,11 @@ "3 21FLHILL_WQX \n", "4 21FLHILL_WQX \n", "... ... \n", - "1420869 USGS-FL \n", - "1420870 USGS-FL \n", - "1420871 USGS-FL \n", - "1420872 USGS-FL \n", - "1420873 USGS-FL \n", + "1443525 USGS-FL \n", + "1443526 USGS-FL \n", + "1443527 USGS-FL \n", + "1443528 USGS-FL \n", + "1443529 USGS-FL \n", "\n", " OrganizationFormalName \\\n", "0 Environmental Protection Commission of Hillsbo... \n", @@ -1091,11 +1129,11 @@ "3 Environmental Protection Commission of Hillsbo... \n", "4 Environmental Protection Commission of Hillsbo... \n", "... ... \n", - "1420869 USGS Florida Water Science Center \n", - "1420870 USGS Florida Water Science Center \n", - "1420871 USGS Florida Water Science Center \n", - "1420872 USGS Florida Water Science Center \n", - "1420873 USGS Florida Water Science Center \n", + "1443525 USGS Florida Water Science Center \n", + "1443526 USGS Florida Water Science Center \n", + "1443527 USGS Florida Water Science Center \n", + "1443528 USGS Florida Water Science Center \n", + "1443529 USGS Florida Water Science Center \n", "\n", " ActivityIdentifier ActivityStartDate ActivityStartTime/Time \\\n", "0 21FLHILL_WQX-130612585-W 2013-06-12 11:01:00 \n", @@ -1104,11 +1142,11 @@ "3 21FLHILL_WQX-130716021 2013-07-16 11:01:00 \n", "4 21FLHILL_WQX-131216112-M 2013-12-16 12:01:00 \n", "... ... ... ... \n", - "1420869 nwisfl.01.95500762 1955-04-08 NaN \n", - "1420870 nwisfl.01.95500762 1955-04-08 NaN \n", - "1420871 nwisfl.01.95800924 1957-10-21 14:05:00 \n", - "1420872 nwisfl.01.95500782 1955-04-08 NaN \n", - "1420873 nwisfl.01.95500782 1955-04-08 NaN \n", + "1443525 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443526 nwisfl.01.95500762 1955-04-08 NaN \n", + "1443527 nwisfl.01.95800924 1957-10-21 14:05:00 \n", + "1443528 nwisfl.01.95500782 1955-04-08 NaN \n", + "1443529 nwisfl.01.95500782 1955-04-08 NaN \n", "\n", " ActivityStartTime/TimeZoneCode MonitoringLocationIdentifier \\\n", "0 EST 21FLHILL_WQX-585 \n", @@ -1117,11 +1155,11 @@ "3 EST 21FLHILL_WQX-021 \n", "4 EST 21FLHILL_WQX-112 \n", "... ... ... \n", - "1420869 NaN USGS-273926082304501 \n", - "1420870 NaN USGS-273926082304501 \n", - "1420871 EST USGS-02306001 \n", - "1420872 NaN USGS-274455082253601 \n", - "1420873 NaN USGS-274455082253601 \n", + "1443525 NaN USGS-273926082304501 \n", + "1443526 NaN USGS-273926082304501 \n", + "1443527 EST USGS-02306001 \n", + "1443528 NaN USGS-274455082253601 \n", + "1443529 NaN USGS-274455082253601 \n", "\n", " ResultIdentifier DataLoggerLine ResultDetectionConditionText ... \\\n", "0 STORET-301235413 NaN NaN ... \n", @@ -1130,11 +1168,11 @@ "3 STORET-300666279 NaN NaN ... \n", "4 STORET-301229196 NaN NaN ... \n", "... ... ... ... ... \n", - "1420869 NWIS-6843062 NaN NaN ... \n", - "1420870 NWIS-6843065 NaN NaN ... \n", - "1420871 NWIS-6894931 NaN NaN ... \n", - "1420872 NWIS-6843462 NaN NaN ... \n", - "1420873 NWIS-6843465 NaN NaN ... \n", + "1443525 NWIS-6842517 NaN NaN ... \n", + "1443526 NWIS-6842520 NaN NaN ... \n", + "1443527 NWIS-6894386 NaN NaN ... \n", + "1443528 NWIS-6842917 NaN NaN ... \n", + "1443529 NWIS-6842920 NaN NaN ... \n", "\n", " AnalysisEndTime/TimeZoneCode ResultLaboratoryCommentCode \\\n", "0 NaN NaN \n", @@ -1143,11 +1181,11 @@ "3 NaN NaN \n", "4 NaN NaN \n", "... ... ... \n", - "1420869 NaN NaN \n", - "1420870 NaN NaN \n", - "1420871 NaN NaN \n", - "1420872 NaN NaN \n", - "1420873 NaN NaN \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", "\n", " ResultLaboratoryCommentText \\\n", "0 NaN \n", @@ -1156,11 +1194,11 @@ "3 NaN \n", "4 NaN \n", "... ... \n", - "1420869 NaN \n", - "1420870 NaN \n", - "1420871 NaN \n", - "1420872 NaN \n", - "1420873 NaN \n", + "1443525 NaN \n", + "1443526 NaN \n", + "1443527 NaN \n", + "1443528 NaN \n", + "1443529 NaN \n", "\n", " ResultDetectionQuantitationLimitUrl \\\n", "0 NaN \n", @@ -1169,11 +1207,11 @@ "3 https://www.waterqualitydata.us/data/providers... \n", "4 NaN \n", "... ... \n", - "1420869 NaN \n", - "1420870 NaN \n", - "1420871 NaN \n", - "1420872 NaN \n", - "1420873 NaN \n", + "1443525 NaN \n", + "1443526 NaN \n", + "1443527 NaN \n", + "1443528 NaN \n", + "1443529 NaN \n", "\n", " LaboratoryAccreditationIndicator LaboratoryAccreditationAuthorityName \\\n", "0 NaN NaN \n", @@ -1182,11 +1220,11 @@ "3 NaN NaN \n", "4 NaN NaN \n", "... ... ... \n", - "1420869 NaN NaN \n", - "1420870 NaN NaN \n", - "1420871 NaN NaN \n", - "1420872 NaN NaN \n", - "1420873 NaN NaN \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", "\n", " TaxonomistAccreditationIndicator TaxonomistAccreditationAuthorityName \\\n", "0 NaN NaN \n", @@ -1195,11 +1233,11 @@ "3 NaN NaN \n", "4 NaN NaN \n", "... ... ... \n", - "1420869 NaN NaN \n", - "1420870 NaN NaN \n", - "1420871 NaN NaN \n", - "1420872 NaN NaN \n", - "1420873 NaN NaN \n", + "1443525 NaN NaN \n", + "1443526 NaN NaN \n", + "1443527 NaN NaN \n", + "1443528 NaN NaN \n", + "1443529 NaN NaN \n", "\n", " LabSamplePreparationUrl ProviderName \n", "0 NaN STORET \n", @@ -1208,13 +1246,13 @@ "3 NaN STORET \n", "4 NaN STORET \n", "... ... ... \n", - "1420869 NaN NWIS \n", - "1420870 NaN NWIS \n", - "1420871 NaN NWIS \n", - "1420872 NaN NWIS \n", - "1420873 NaN NWIS \n", + "1443525 NaN NWIS \n", + "1443526 NaN NWIS \n", + "1443527 NaN NWIS \n", + "1443528 NaN NWIS \n", + "1443529 NaN NWIS \n", "\n", - "[1420874 rows x 78 columns]" + "[1443530 rows x 78 columns]" ] }, "execution_count": 21, @@ -1244,7 +1282,7 @@ }, { "data": { - "image/png": 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+WJ/d7PEK4HDLPLl4L70TgolLDEav02J1SsgKvLTuKDaHRKBeQ79YM2O7hKLTqnpcRUWl/VFnmlPEZNRz+ZTB7Dt4jLxyOwIeJ3JDvt2Wi0ZsObt53/FKftmRh8stY9SI6AWBkfEhXNAljLFJoQSIGhbtLKTaru4kVFRU2h9VMfwGxg5JZXhaNLVOiYxCK1aHZ+KurzJSVOVRGK2hxu4mp6CKsUkhlNtcSLKCpHh2FbICXcMC+DWr0vO6BA432OseLgmk1vnBVVRUVFpEVQy/kdSkSJLCTVTVulmwPptVh4rJKa1FlhUigwwtBrVqNQJJ4SYASkpsBOqaz6h2SQoWg4ZDBTZcSuMeEJICLkVVDioqKqcHVTGcBmJDDBi1Ag5JwSSKWO1uRFHg4sEJfstwa0SBiwbFkRxhBsDhlPwW1pNkKK/xbU5ynRPlEFVUVDoaVTGcJtJizcQHGdBrRK+vISUykGtGJzc7XiMImPQa7rygu9cEFR1sbHZsPQo068toiEvdNaioqPxG1Kik04TZqGVsl1BstRJOt4zdJWHQivz1kj4EmXS8tzYLe4NZu2d8EE9d0R+jTsPOo+UAjO0RBXgm/5BAHcEBOjSCgN0lUVLtxFFXT8mf30JSwH9rIRUVFRX/qIrhNNI71syvRyoRBIGCCjspkYFoBPjztDRuHd+NjRkl2F0S3aLM9IoPBuDvn+8CIDE8gHG9otBpBFJjzBh1GhRFQRAELIqWqGAjeeW1FFY61D4OKioq7YqqGE4jWlFEVkAjQLnNhUFbS2yoCVlRCDBouKBPdKNJPafUxv68SkZ0i+Cm87th1GnoFm3GUJevUD+2/t+4UBNVLYSsqipDRUXlt6IqhtOIIECERUe5zTN5F1Q6KLe5iAszEmxqauCJDwvg83vGcrjASq1TwmLUYtL77vOgKAoRFr1fGbSqZvBSZbUz6bElVLg99zTeLLD8sQvRatWfvYqKP9rkfJ4/fz7Dhg3DYrEQFRXFrFmzOHjwYKMxBQUFzJ49m5iYGAIDAxk8eDBfffVVi+d+9dVXSUlJwWg0MmLECLZs2dK2K+kkpMUENnIOO90yZoNnIjrZBCQKAqIACWEmBAGCTFq/jmVBEIgwG3y/D2h865VWUVxWTdbxYmpqz+4qr7Oe+IEBf19BsWTAiQYnGrJtGrrfv5RrnvuJlduyO1pEFZVOS5sUw5o1a5gzZw6bNm1i+fLluFwupkyZgs1m8465/vrrOXjwIIsXL2b37t1cdtllXHHFFezYscPneT/77DPmzZvHo48+yvbt2xkwYABTp06lqKjo1K+sgxAEgcHJFu/zoAAdWo3o0y8gCAJmo5YBScGEBOpO2RQkAobfsBDesjubn345iDEggNiYSMqsDr5bs4eisupTP2kH8Ze317Oz9ERhdEEQvPdfATYed7Ijp5J73lxHQVFJh8mpotJZERTFzxK1BYqLi4mKimLNmjWMGzcOALPZzIIFC5g9e7Z3XHh4OM888wy33nprs+cZMWIEw4YN45VXXgFAlmUSExO5++67eeihh1olS2dqjO50Q2Wti+ziGkLNeuJDja1yGNd/Fb7GKoqC0y2jERVMDcwhv3WXsPrXQwzq0wWNKDZqWSpJMkdyiokOCyAqzOLnDJ2LtPsW41B8K2OAUK2bBy8dyLpdR3nqmoEd/ps5FTrTb17l3OI35TFUVlYCEBYW5n1t9OjRfPbZZ5SVlSHLMp9++il2u53x48c3ew6n08m2bduYNGnSCaFEkUmTJrFx40afn+1wOKiqqmr06Aw43QpuWcFs1OIWFNyS3OooIu+q1o+uLql2UuWQ0GjwPn4LtloH3bvEodVomvSx1mhEuiRG8Et61m/7kDOMswWloCgK5S6RVxZtZUBSKP/36Z4zKJ2KSufnlBWDLMvce++9jBkzhr59+3pf//zzz3G5XISHh2MwGLjjjjtYtGgRqampzZ6npKQESZKIjo5u9Hp0dDQFBQU+P3/+/PkEBwd7H4mJiad6KacNWQaXDIoi883uAiptbiprXK1qA1pPvdmjoXJQFAVFUaiqdZNfUYvF4JnAN+zI4Itl28jMKT5lmTfvPkp4iBmNpvmfglajYdywNJ5/f8Upf8aZpqW77VEaAocLKumSGI1Wkflx89ml/FRU2pNTtkrPmTOHPXv2sH79+kavP/LII1RUVLBixQoiIiL45ptvuOKKK1i3bh39+vX7zQLX8/DDDzNv3jzv86qqqg5XDm5ZQSMK7M6pxl1YyP6yaoKCzYSb00gID2jTuRoqh0Krg/VZ5cQZdWg0Iq9+sIIXPliBTqulylqLyy2REB3C+0/fzOiBXdv0ObIMTpcbvc73TyHAZOCDbzcxeVQv+vWIb9P5OwJPRzzFr0lOQAFZRqsVEUQNKzIqmD7izMqpotJZOSXFMHfuXL7//nvWrl1LQkKC9/XMzExeeeUV9uzZQ58+fQAYMGAA69at49VXX+X1119vcq6IiAg0Gg2FhY0b3hQWFhITE+NTBoPBgMHgO0KnI7A63Cz6aRuPvfwNJeVW7+vREUG8++87GNEnCbEVZbjrFYLdLfO/LTk43TIKUGNyMyDaQkR4MIeWPY1Br8XudPH5kl957p2lTLr5BVa8c1+blIMoNu1B3Rwut8RbX6zjpb9d1epzdxTBWolKyfdPWxAEeoeK7KjQI8kyoiKjEdXqMCoq9bRJMSiKwt13382iRYtYvXo1Xbp0afR+TY2nVaV40h+ZRqNB9tHIWK/XM2TIEFauXMmsWbMAj5lq5cqVzJ07ty3idQhFVicbj1ZQbnMh5+Yw958fNR1TUsV9//yAt5+5nbTkSERRQMC3k1kQBDYfK8clKdw2PBFjXcXVWpeEXiPQO344ujp/gFGv4+qLRjBzwgCm3vI8Nzz0DoeX/qvV8qfEhTXxLTRElmUOHy3iSE4xQYGdSxH74rIB4by7rRwFofl7LEukRZkpLg/gaG4JORVOugSojbZVVOpp0zJpzpw5fPTRRyxcuBCLxUJBQQEFBQXU1tYC0LNnT1JTU7njjjvYsmULmZmZ/Oc//2H58uXeSR/gggsu8EYgAcybN4+33nqL999/n/379/OnP/0Jm83GTTfddHqush2QZJkPtuXx8Bfbef2jVUS5rTzy30XNjp0yti9rFz5MWlIEWo2IKAhkF1v5eEM27605wtYjZd5dgiQrHCmtITxAz+iUUK9SADDpNIiC4FUK9ei0GiyBRl5+5BqOF1aQcdR/u9GGdE2IYPfBHNw+anaLoshzby8FfCuyzsY/Zo/lztExaBR3E1+NXnbx5KVpfLIph7tnDWbHkRKG94imsqqmAyVWUelctGnHsGDBAoAmEUbvvvsuN954IzqdjiVLlvDQQw8xc+ZMrFYrqampvP/++1x44YXe8ZmZmZSUnIgfv/LKKykuLuYf//gHBQUFDBw4kKVLlzZxSHcWVu8v4G9vLCMjz4YxJh5RY2Hu25soq7Q1GRseYua9p2/xKARRpKrWxUOfpvPzviIEob5aKqRGm3lh9mA0Og3peZVc2jem2YnY1+Ss1WoYMaAbaV1i2HHgOKnJrb93fbpGs3XPUYYP6IrLLeH5CE/y3eOvLObLZVsBsDtOlONQFI/c9RVfRQE6k95Iignj8z93JSXSQnWtix2ZhQQZRL7ZlMX972zkwSuGsuNQLqbgEKwOifK6CDsVFZXfmMfQmThTMd3LduZwzX1vYe49CEGjRagzmxmtxdwyOoHeqfGUVlr5culWVmzcx93XXcAjcy5GI4pIssJ1r/3C7pzKJn0aRMGz8h8zOJ4HL0glIcTYKtv/ydz40NvMvXocY4d0b/UxiqKQMvmvdE+O4bLJg7GYjWQeK+bjxRs5XljuHScAWSueIiI0CFczlhet6KkT1dEKYnn6cc7rm9DIAe2WZGRZYeHqg+SXVHOw3M2gruHYHBKHjhbx6bwJHSv0KaDmMai0F2rRmDZgc7i44b4FGLv0QdBqEQQRrSjwxOX9uWRIvDeSSBAELp82jLyiCg5nFyDU5TOvPVBE+tGKZs8tK+B0SWTnVhIeqG9RKdhdEgfyqpEkmQOHj/PxotXsO5RDsCWA6Ii2TRKlFTaKSqspKq1mw/bDPscpQGllDcHBQZzYK5zALQNix9Zr+mJjNjOHpQCNd1dajYgsKlw7oSfPL9lPr0A4WlRNVXklR0ocHSStikrnRA3FaCVOSea2V1dic4E+KARB8Ny6p68a4FUK0Hgyio0MZtSgVOqLM3y/Iw9/QUkKcLywmtoWuu3UZ0AriscHkJYaz5MPXc+MScM5nl/GiCufZv22jFZfW2s3jYIgkBAbUTe++QupdUh01B40M6uQtIQwJB+BDqIgoNEI9I8xUpBXxNasCvbm21n3+NQzLKmKSudGVQytZPmhUjavT0dnPlEaonu0mRmD4v1GF+m0Gu/qv8zqoKVcN5dbZtvxyhaL6ZVbTxS509SlP996zWR6dk/A4XRzxbw3cThdrbq2iFAzeh+9phsysFciep3WrxNap9OwZc/RVn3u6aS4tIrVR6rpGmX2G3oqAMHBFtZnVhBqEljx8CgMenXjrKLSEFUxtJL1WeXUVNtQGqxGZw6Ob9VqW5YVJFkmMTwATQt5DCaDll+yy7E5pWb7RSuKgt0pUV7TdNJ3SxKzpo1EVhTKq2pIuuBhPv5uc4vylZRbcbaiJ2h4iLnFMbKi8POWgy2OO9385cNfSY0PaVHxAoSaDfzjqqFMSDYRHh7e/sKpqJxlqIqhFUiyQpVDIjDYgqO8xKscwvyUwK5HEARqXBJOSeGyYYnNTvYNSYwNwuqUeGV9NvmVdgDcsuw9zuaQOFxobdZco9Vo6NPjRPZ3ldXOrf/4kP+8u9zvZ1ZUty5U83hBWYtjREHgl+0Z5BefuSifeW+totpmp9bpZk9ORYv3uKDMyq6MfB66dswZklBF5exCVQytQBQ8j9T+aSguFzV5x1AUhfyK2hbr8iiKQqXdzZ6cSiLMBi4Z3HxJCQGwBOrQaUVWbsrm42UHmfzUKu7+cBtLDxTz44Fifs0q53CBFbfk+1Nd7qYr/0deXuy3v0JMRDBaH7WSGnLgSAHb9x1Fkpq34cuyQmFpFas2H8DuaJ0Z63Sw+1ARKLDpQEFd9dnmd2WyouCWFDbuOc4T1w4/Y/KpqJxtqIqhFQiCwMA4C116dyMkMpTqzAPYiwv4ZuvxVh3rcEhoRZHiaieXj0zmypHJBBg0DcZAfIyZkQPiSYoN4rzBCQzoGcWYQfHogk38nFnGz5mlHCi2+fU9SJLML1sPNHldURT+9cYPPo+zBBq5YtrQFq8F4MFnv8AtyU2UgyezXeH/nv4Uk0FHbGRwq853WqipwiHJVJRWEBKg5cf0XADcDZSkJMm4XBJvrz7MP2erRZFUVPyhKoZWMjUtAq1Ww/TrZxGTHEflvnR2rljJgsXbmx1fXxG1wuakqvZEYpgoCEwdEMuDs/oyemAcIwfEMWlUMv17RKGr6/Ws12uJiTQTbDE0cvQeKrP5tKHLsoxbklj8U/Od79L3N1VisgxS3ePRORcRFhzY4n3YuiebGbe/wPZ9jR3Mh7ILueq+1/lh9S6uv3gkRkPTVqbthbWyiq5hRlwyfLkhk48/Wcr42c/wyQ+bOZRVwO5Dx3nunaUMmvUoH360hPLy8pZPqqLyO0ZNcGsD+wut/G9LLna3THlBCZQWIVirmTCiF1dOH9qoVIUsKxwstrImo5SyWjcVNgc1DglBBL1Bh0krohEEbC6pRXNUQ5KCDIxPCfNkHdd9dYqi4HS5+ce/F7J1V/NhqjPO78sXL9yJAigySNBEyTgcTu587AO+WZHeKllSk6OIjw6lpKyavRl53tfvuvp8/vOXy9twVb+N6XctYNe+bAaePxadq4ZlP67zO/7Sy6ez8K8zzpB07Yea4KbSXqhxem2gV7SZ+Rd2Z+uxSg4UBaIoXSi1OamQZVYcKCYlNACTXkN2WQ1LDpUgUbdzoC501aBFFAVcTolR0RYEncgvx9vmpLW6JQanBFFU5WTznhxyCspJ35vFjz9v81nvp0eXaF75x2wcLQQe6fU6Xv/nTRw6+gz7Duf5HwxkHC0i42jT9qu7Dua26lpOF6FhwZRX2cjbu4sSm7tJP4vGCPyw4lcusEO3GDNv3nX+GZW1I5AkCZfrzPl8VDonOp3OG9reEqpi8EN9PSA4scrOKraxKL0AnUFDkEFLnNlAl9AANALYXTIF1Q6WZJRQb4EXBMGbClZvFdJoRZZlliDLCiFBxjbJFG02oNOIxIcaObg/gyff+NFnQlc9P7xxLyFBLZuJBEHAoNMw59pJzHnsgzbJBWDQa3E43RjPcF5AcHQMKHAgM78VoxWkWhsZRTbyq1yMfvwnrh2ZwJypvdtdzjONoigUFBRQUVHR0aKodBJCQkKIiWm+DltDVMXQDIoCTklBUjw+Abck8+3OPJbsLkTUawgyG8AhUeOSGJ0QgrZBFExGWc0JZeKjWYwoCgSZDaTvL2LASX6ElhiRdMKp261fDyTZt1MZ4Pzhaa3KP6hHURRmTRx4SoohISaMSyYOZOSAlDYf+1tYcPdEtqUfYvf21rXoFDRaRFMgAfZi8ss0fL6lkB6RgUwenNzOkp5Z6pVCVFQUAQEBZ011XJXTj6Io1NTUUFTk2eHHxsb6Ha8qhpPIKasFBXR6LU5JZuOhEv679AD55XbvmITwAIb2jGRGWiy6k8I8B8ZYOFpRS63kUQp2h5sqmxMBCA0yoq1zMMuygsWsp7zSTliIqVWymbQiA+M8mdcrDpeypsBJz6F9ObC1+QlRr9Pw5H2XtWlCEAQBk7HtjmONRuTC8/vzyJyL0f/GPtSnwsTRfbFKAsf37cflcvsda4yOQ5FlcstsBMaFU2Zz8PraHCYNSu7wAoCnC0mSvEpBTeJTATCZPPNMUVERUVFRfs1KqmJowKbDZcSGBxBhMSAKsGxXPg9/kt5kXF5ZDd9vPMaoxBACwxuvxo9XOaiVFBxOib0ZJRSUnCjFrREFkuOC6JESBnh2I9U1rlYpBkVRWP7J9/z4ZjVXXDSC0ugUAEZOOw+dXs/ezTuRG/RUiIwK5fN/30Kf1JZbcZZZHRRWegrJWYxawsx6dMGhuCqbRu8IAk2S60RBQKsRueUPY5FkGRcChjNcSe/pW8YSHWrk5+4prPp2KZLLTdPuzwKiTkdArKfroCQpWPQCDlnB7lZwuFwY9Wcumqo9qfcpBAS0raWsyrlN/e/B5XKpiqE15Jfb6REXRIDBc0vcksy/vtnbbMSQx1Sk8PbqIzx5xQBcDRLOMspqcLllNu7Mpba28co1IczEhNRwokJMiEYt+zNLiI5o2fYPkJt5jEP7PQ3rF/2azegLkxEEAVEUGTZpFP3HDOJ45jHcThfBEaHEJMbSt2dCC2f1UFHjxl5XR9vuclJc7eTCP85g+XcrqSnObzS/Gg06T1+GBk51o0HHR8/dRnJ8BADlVTVEh5rOuOnivsuGch9wZ5iJD99fjOywn3DsKAoao5HQfkMQdXoAXNWV2N0gi+B2yzz+0Qbm3zz+jMrc3qjmI5WGtPb3oCoGPIXrTAYthgaF5H45XEKp1Xe2sKzAoYJqqmqdmBqsMivtLo7mVVLTQCkYtCL/urw/Fw2OR5IVZEVBpxG5tF8Mn6bns6/Q2ujcJ0fUFOcV89PC7wEwm/SYg8zIstxI4xtMRrr17dHouAq7m4hA/1+xJCtU1TaOWFEUhblT0sgpreG28cmYasqpstZy3pDuhARbWPjDZtZtPQTA6EGpXDljBMdrZZYfKsao0xAuutl/OIcJI9L8fnZ7ce2YLmw7NoGcnELvrkcfEoohPMobsSS7nKRGBVIiC1j0Inqdhu2HWo7EOl3YHG7ufvF7svKrcQVFMXlAHMFGLTv2HmHZLwepKS9DctgRRA2G4BDmXTmCv9048YzJ1xBFgYbJ9p2h54ZK+6IqBqCk2kGopbE5p6DC7mN0Y2qcUiPF4JIVcvKrG415+qoBTO7ncfZoRAFNXZySSafhpqEJvLbxKFlltd7xDbW6oigEhJyIUbfZndRYa1rVxMdi0KAV6/ok+KCgwt7ENCTU2YumDYjlsuFJBJm6nbg+Ce64ajx3XeOZpHbmVfHfzXnY3TJinZlJQcGRX8C4YT1aLBrYHpzXP5ExW4/yfXk1UmR0oyAARZZRZJnqfekkDB+M4lCotrtRFIknWpERXVPr4Kk3f2Tp+n1UCUaEkEjCoiNJiQ7m/ot6MiQltMkxG7cfYN6rKymvtNMj3kKJEMjwrmFklClcPGkYizYe5sdtxwiRrfyyeR+uilI8RVKUus+08eRr3/HroUK+eerq03mr/CIrnt/OyfkubjwlYrQifsvIq5y9qIoB0Om0yIrinWwVRWmxEFs9kRYDWo2I0y1jc0q4FXA4PbsFc4CO0b2imTYgrtljRUFAVhSm9IjgjU05jd5TFIW8rOOUF5Wi1Wm56JY/cnT9ZnYfzCFrbwYjpoz10RHBM6X0iAwg2Khj58HjvP/tZv5+10xMBh1uSfaWpS6otFNU1XyTGo0ocEGfGEx6HS7pRL0orQgeS5LCoRIbH27L9VqaTtwyAX1MDF/sKuCqgf6jH9qLF28eS4i4hm9+OUKxpEcbYEaR3NiL8tFWFTFg+ECyHVpCA/XEhZrIPXKUrOM6hvfxHZm0ZO0erpj3BpIioDUH4a7KA45wDNhjCWbtjiwuGNaND+4cwYY9R/m/D3ZwbO9uKvKLvMrpaKaCwaCnJC+eu26cwfsrDjBxSApBgoOXP9lLly5RJKWNRKvTUlZYwoFte6kqrUBxuVm+ahu1tX/AZNK3+/2TZJrt0lePrIBTAp0IrSiz1SHcc889bNiwgT179tCrVy/S09M7TJZDhw7xwAMPsGHDBpxOJ/379+eJJ55gwoTO2Tnwd68YZNnT3avhCryw0kHXKAuBBg02H1lhApAQFkC/xGAKKx3kVdhZmVUKeHoSdE8OJSk2iCk9IpBkxefKWRQFekSaMelEauv+EouOF7D6q5+wVlZ7TR+XTh5M5tECAOw1tezcsI1B44Y1cz2eInIX944C4B8vfcvKTQf5aPFGZk4cSFxUCMVl1UybPILoyDC/98ao03hNCJLiuWYBmSOFNlJjzPx4oNjnsYIgsD6rgqk9IggN6BiH7mM3ns9Haw7TO9qAu7YKBBm6xZDjTCHbLhMZZCAyyEjJsWOUF5Xw1MJKJgzqTlRUZJNzZR0v4Y/3vlFn5lNwV1U0et9dXUnZ9l9YVlbIH4tLOFLuJH/vbiqKTiQA1psIHQ4nOYez+GTJrwzs14MjR/MoKqngoj9OIMASiKIoiKJITFIcfUYMYMvyDezdtBPZYWf03HfY8fad7XnbkBX/SqEhLtljVuqsO4ebb76ZzZs3s2vXrg6V46KLLqJ79+6sWrUKk8nEiy++yEUXXURmZiYxMTEdKltz/O4Vg1P2hI7W7xhkWaGw0o5eK3L92C4sWNl8iQkFeOCiXlAXkZNX7aDK6VEiA3tGERbsSVwL0GnqOrj5/8t5ZFJ3dKLA+j1H+ePT3+Ku64+gKAqJsWG88c8biB83zzt+x+otSC43A84biq6BKctaUU1XsYaUsN4UllaxfON+FAWqbXYWfrfJOy40IpwLLxiC1k9kgtnY+OehALIiUOuS2HykjJxWmNu251ZxQfeOC5eMDA4gIS6CPXsyKa6VSAyOICFQR2VODhnbDrLHVgOCQERsDEWGaIbNfpmjy/7Z5DwPPPuVz2zqiFCzJ6Nd0TBkeC+6JYZS68rnQLFvxYkAB3bu5bFbJrNut5uQxBiMJk9OS73ZS6xbio+YMpaq0gpyMo5x7HjJb78pLeDP9OhrfEeEKLfESy+9BEBxcXGHKoaSkhIOHz7M22+/Tf/+/QF4+umnee2119izZ4+qGDojsixjs7u90UhWh9trEhnXK5pwi4EXlx7Eaj/hTA4L1PO3WX2Y3C8GRVFwSTJHK+0IeJy5YcFG7x93SY2zRX+AoigY6vIbPvjsZ2RJbjQJ3XTZWAQBzAEGyitPlL3YtWE7+7bsJr5bInqjgaqyCgqP5bP9y78BUFRa7bPN5rfLNnPRJP8VVSODmu83EWbWU1pka/a9hogC3l1QR/HFw5MZdt9XXDd5IIdzy/h1/TYqKio9EUv1KAolefmQX4A5wMhPG3czZVS/RudZur5prsjlM0YxY+oIuidFkhYbRJXNwfe/HOKV5YcpPbTffxMnBZxWKy9+uZ60nikEmH2HLMuyTL/Rg8nJOEZLC4zfSsNs/9biqdulOqR9ER4eTlpaGh988AGDBw/GYDDwxhtvEBUVxZAhQzpavGb53SsGgKJqJ4FGDTUuGa1GpEesmepaNyXVDqYNiOOyYQmsO1hMabWTmBAjY9MiGyW2lVmduCTZ27O5a3wwI5JCGJUcQliA3uNG9JEF3fB1h9PFtyt3NClpPWZwKlqNhn/+eRZ3/3Nho/fcLhdHDxzxPtfpNOyshqBKO1HhlmbzDgCyjhXy3OvfcP+ds1CgSTvMpHATpmaWgYIgILidPPbMBwy9dBqCnzaakgLhgR2bF5AQHUlqYgwLV+5m6vDu9E5LZP26wuYHKwpWWy13v/gTBxsohidfX9LI5yTqDYy+cBK/VCms+/ogcJCYECN/uqA7107uS1REMHf9Y1cLNZs8VJRZcWk0IMuIPu6lKIrEJMehEUWSE9p39+Wn1YdfZMUTraTSFEEQWLFiBbNmzcJisSCKIlFRUSxdupTQ0KbBCp2BTuo2OnPoNCKldicGnZbQAD0hJh2BBi3RwQZ6JwRhc7jRaUQm943h6tHJTOgd3UgpFFU5cEkKNpeEwylRU+PkrtHJXNo3mmiLAYNW9JoHTp4kTlYWthoH7maa4NQfd93M0USGWZq835BJF49nQ3YFT63KYm+5iwtG9vLZA3npz9u586EFZJRYqXFJ6LUC4WY9PeMshFt8d6crLa9i994ssvZnIvto2gNg0AgMju/4qp+OqhL6psaxeO1eNvyS3jTv7SRqqk5ElcmyzFNv/eh9Lur0xI08j6yqxgEKBRV2Hv1qN2/+nMnUIcn0S21d21ezJQCTVvSpFBqiMQXwy6s3tziuIzgnSjS3E4qiMGfOHKKioli3bh1btmxh1qxZzJw5k/z81tT3OvP87hXDkVIrY7qGIwo0chDXF79LDDORVVzTxAld65JYdrCYZQeLsbkkKuxuSsprmD0yicQ6U5I/E5JclyDWkCCziUBT0wn5580HvbuIQ8vmk5oc1WSMRiMw7dIJxPbp6TUFfLW7iFuum4y2Tjk1R1ByEr8W2vj6QBGKFpIjAprdKdTjckvsrau8unXFRhx2RxPlUP9JVw6M9ZrITqa8ysbfXvyGi/70Mtf+5W1+WLPbZ2e438qWBbeyfechzGYDitt/uQwAR4Pucx9/vxm5gQII7todWaPzGbX20rJD5JbV8JfbLkSr870hFwSIjo9h7JAeBGqU5rd1dSiKQmVZJRPH9cdobP+IpFNB3Sz4ZtWqVXz//fd8+umnjBkzhsGDB/Paa69hMpl4//33O1q8Zvndm5LyqlwkhDSfEVi/yg82aVlzuJR9JVaiLAYcbpnM0hrcdZNDZpmnxadWELhkcAKijxCN+s/4ND2PrmEmhiSENPqL0mo1zL5kFG99sbbRJPn+og3ce8NkEDwmn1+//AdOp5N/vvY9eUUVXHnhUPbLFnIqGzuDRQFyMfLT/+7l0vvfoazoRM9mvUHPwPOH0WfEAO9r763cR0+9g1svH+/zfum0Gt7/diNanQ5rZTXfvf0FwyaNJrlnV++qNy7IwMzekfSLbX5388/Xvufp/y1tNBd+vXwH8dHBrHr3/0iK9R8tdSoUL7qPxD++3OI4QRCQnCcSG194fyXgiVxzywqG6Hi/NngBWLw9l6tHJdG9fx/2b9vZ3IdgMOgYM7gHmXnlWPQCYmyUX0O9YK9l0ZPtn8OgETx5Cm2ls0YldQZqajx+wZN3haIo1nU+7Hz8rhWD0y2TGhHgNwlLEAQsJh3rjpXjkhUKmsmGttZFEPWIs/hdbYPHOW3Wa9lTYGV4UlP74n03TuG7n3dSUFLpVQ4FJZVc98CbfPTs7Qg6AVEU0Ov1/PPPlwLw5a4Cco5VNDmXrMDBIht/GtWLB/52CxmZuWQcL0Zv0BPbJQGt9sTXrygKRZV23n3va0KDzFw6ZYgnPLVuopJlBVEU+GFnDn0vmUbfS6CssJQ9m9L5+ctlGAOMBAZbeO+J2VwwuIvPHcpLH61i/ltLm30vt7CSUVc9TfaK+eh0pyfMxe6SKKx0UmZz8c2z13PFXf8hr6DM53hFUUjt3d37PDOnBL1OgyTJCFodiP7lEgSB42U1CChExEUxPHAEmbv3UVp+wjwVFRtFZEoXKhQtw8K0VKEjWHZQJBqa9UXp3S7ev2v8qd2ANlIfetoWB7TYSTOhMzIysFqtFBQUUFtb681j6N27N3r9mdt5jRo1itDQUG644Qb+8Y9/YDKZeOutt8jKymLGjM7ZMOqcNyXtzchj+u0vETL8XsxD7iFhwkP83/PfkVNaQ6Xd1braIYIno7klAgNa/rEJAkiKwv4iK8VWRxOTRFR4ED+9839cNH4AQgOFtedQLouWb29Q+kfhQJGV51YfYXMzSqEeBXC4Fe4cncxzs0fz1t3TmH5ev0ZKoZ6IuEgMgSZu/8f7/PX5rziWf2ICzSurZuGOPFZkV3lfC4kMZdwlFzBy2nm4HU4uHpXGwO5xOCQBu9uTJd3w8mw1Dv724jd+709ZVQ13P/WJ3zGtpaLGRfqxavIqHNhdMk5J4dZrpvg9Rq/X8r+/XOx9rhFFnC4JSVZQJDdCK6zpIQF69mQW0SXKgk0IIKF/Py7+w1TGTRzGQ/ddxcB+qUwZlkx4SCCZhdVc1tfCo38cRGlWHiGCjKB4TEtaSaJ3gIvnL+/fqkz304UP699pG3+muPXWWxk0aBBvvPEGhw4dYtCgQQwaNIi8vBOlTwRB4L333mtXOSIiIli6dClWq5WJEycydOhQ1q9fz7fffsuAAQNaPkEHcE639vzsx63c9Nf3mv1TTk6I5K3n5iLrNAxNCPa7a8guq+G1X462GLEhCvDo5O6YDf43Ys+uPkJhtYPeUWYuHxCLxejJvBbwTKSCAN/uLSQ9s4guOoluMUGM6p+CVtt4tbrqcAlLDhT7nKoEICXUxNyxKd7X6lekH2/PZXtuVaPxiiyzY+2vpK/d6n0tPiqYZR8/zPPrGmdmN0QjCsxKNDCyX0qjXUY9OhGcTidjr3uWfa1opiMIcHTF/BYd7f5wSTLbs6uICjIQGWTwfr8uSeHp/y3lhbeXNInYMhr0jBw3jB//fcJkM/Sqf3Mg47h399ZtzFjshiC/mfFf3TuWRz7aSO8u0eTnFuJyODFYApl/RT/iY5v6h04Vf6097XY7WVlZdOnSBaOxbc2goOXM53o6c+ZzS2RlZdGjRw/27dtH9+7dWz7gHKC1v4uz9CttmWqbnZv/9r7PSfPo8WKeW7CI9OOVLdpHcyprWxV1ISuw5kiZz2gUSVY4VGzF5Za5tGcUg6ItHM6v5kiRlcoaFyVWJxuyypi/KpP1WeUIRiORwSbOG9ytiVIAGJ4U4lehKcC4bo3t9d5M6r4xTY4VRJH4bkmNXsstquSVZXv93qPxXUIZ2TcFsUFyVkNcMrz00c/sP9K6CAxFgY+/39KqsSdjtzt5+q2lLPhyM92iA4kNNaERBW9kmE4j8Mgd01n+wUNMv2AY0VFhJCVG03fYQJ59ZHYjpQCQFB/ZaLV+NH2ntzzIyYgCTOkXQ1V5JfaKUjb8kk5GVi6Lv/qJoWGcVqXQ3mhET9Kar+9dFDzvn61KAWDJkiXcfvvtvxul0BbOWR/Doy9/h9zCZmjV+t3cdtNMFu0p5LJ+MY3qJTUkKSSgRZurThRwyQo/Z5QSEahnRFKItxRGvX3+SLGV19ce4arBid5JWRAEKmvcVNa4MehE4iwGBsRayCyt4ed1Oxkxthtut9SsYjAbtFw/JJ73th5vJF/9rmB8tzD6xTRddQuCQIBeQ59oM7tOKvjXXNhkmUPB7KOsvwCc1y3cp8O9nuNFlf4Cb5pwJMdP1rAPHnj2S179ZA2KovDju3/BXNdwSBAEDhzJ543PVvPj2t24XBJD+6Ywc8oIvnr2Br/n7NE1jh9XbfM+d9uqCSzMQN+1N0VVDsT6MGQBZg6O568X9+aKPy9gc/rhRufZ3Yoe2p2N+sm/PumtPn+/s/oU2sqcOXM6WoROyzmrGFb/erDFMW5JwlFtJS46hFc3ZDMqOZT+cRY0J618E4MNdA0zkV1e61NB1PsgFODznfn8mlPB8MQQIs16rA6J7ccrWbozn/5RgWjExqGsWo1Al8hAzEYtiqLQNTIQu8PFs397hflXDm9WKdTTJ8bCA+O7sj6rjPS8aqrtblwON3eP70palP+WnuO7hjVSDLIkU3is6are6fBdfjzIqMXSgulMURRSk9q2Wg7ykwncHA/+52teWbja+7x/txivglyyZhc3PPg/AG+eyMpN+/lpw16OHDnGk3++xKevacSQnhg++BGny+1VbAf2HKJLZTlXzBxPfFIcZpOOsd3DMeh1ZJfUYglqqkWjwk/dLNbRCIKavPZ74yzeCJ4mBIHEYBPzxiUTZNDwze58NmSW4XCdyFuodctcPTCOmAZJXwInIk2TgxvnHgiAIikUV9o5kFfNtmMV7C6oQtQIjO7e2DQhCtA9xkygQVMnjkdpfLcqHVutg+Kyar/x/YqiEGU2cFm/WB6f0p2nLkyjpLCqRaUAkBwWwDMz0hjfLcy76j2wrWnph/zMoz7j1Ftbhdbpbr4YoS/+MGVwq8bZah1sTD/CKx//jCAInDeiN//++40cKanlQF41e7OLuenhd5AkuVHyYP09feH9FXy/erfP85eVVXL7tVMREBqZ3rJyinn19S/54H9fEKe1c7TISl65HUlWuOjCMWhOsrHcd/2ktly+ikqHcs7uGCYMT2P/kQK/Y7RaDbFRoQQZtQiCQN9YM31jPRNqcaWdTRklFNlc/HK0nLSYIM5PCOZAWS1ZFbWEGLQEGbR0Cw3g17xKwDNJBxu0TEuNQN9gYogxG+gXZWbV4ZIm4ayhgXpvdnRDjuWVotWIfLpkC+OGta7hjSAIGLUid03ugc3hJkCvaTHqSiMIXNQrCklWePKFL6gqq2wypneo3lP91S03MgdZa5xkHLWRNSSelHDfzeYFQWDFL3tbdQ0APbvEMKhXot8xtXYnj7/2Pf/7cj22Wicajcij913JeSP6IEkyLknBJSl8/PUG3G7Jp49II4q8svBnZk7o3+z7103uzdqkGARBYd3GPaQfOIaiQLDFxI2XjiGtSywZ5S6GRHl2OIqikO3WcvHU4Sxa4ilaqNWIRIS2rKhVVDoL56xieHzuTF7/bK1fP8MFY/qh04iEm5vW84kMNjIkRcP+Ais786txuSVcCvSOCCTBYsBs0KKpmwhdskKYUUuVw8301Ai0zdjbBeCC7hG4ZKVRrHqYufkQ15CgACRZ4euftjHn2omkpcQ0MSnVT3i6k14f0yOSo+W1dAlr2RxT74ye1j2cm3Y1Nb8FGHU8fe8s0GiptLupsLvZlF3G+z9nkltkQwBe++kQz14zqNnzu9wSB4/ks/bXQy3KAp5J9NtX/+R3jMslMevuBazfnuHNSr561jjGDOsN0Gi1vufgMb+/AUmW2Zh+otaUoihkl9vZfKyCaodEiElLv+hAxo8fygXnDeKXzXuRJCcmg45qRYs2KpYhUY0jgmIsBhInjvAqhjnXjG/VtauodBbOWcVgDjTy3lM3csPD7za7WkxJjOLBOZfRMy7Qp+M0wqKjmzuAmb2jEUWBxFAj+RWOJjb1UKOOYIMGm9PdqI5SQ+onYP1J72vF5iN5Lp44iIf/8yUOp5tL/vQyrz9+PZNG9/ZMcoqnj8PejDwG9Gy8shYEAY0ADrsLaJ2dvr5v88UTB/D96l1MGtWbgb2SMOi13HXNBPQGj/KKNGuICNTzv+WHyS/2VFdVgO935BEfGsC909NwS55ChPVkHS/myvteb5UclkADi1+dQ1Ks/0Jxny/dytqtJ5y7Go3IZReOavZ7bE38v+gNZZV5b2se6XnV3m50ggCrM8v5Q68oXKJA72F9PTkNQILF0OT7VhQIM+qwiiI6rYaE6BCeundWyxevotKJOGcVA8Dl04bQp3scDzz7JRt2ZOKWZEKCArly5mjuvm4isaEmn7V86okLNRASoCWjyIpBK6LXerq1NaR7WAAltU76RFl8VlGF5stuONwyBl1TU1J0RBB3Xj2B1z5eRWmFlcv//BqpyVGcN6QHoiiwaWcmj8y5hObSYxRFYefxKuLDAzAbtK1OjpozeyrPPXgVkWEWZB/VPnNKa/hue24TZfvGqgx+2p3PFSOT6J8UwtCUUG7663t893M6Lj/+BVEUmDqmNxeM7MV1M0cQbGlZmf3vy/WIddFeAPEx4YQEBTY7dkj/VDZtP+gzIkoUBSaN7AnAV7sL2ZnnccbXu07qj6uodRNj1hNkaKFarODxu4iCwh+mDOKtx69rVYE8FZXOxDmtGAB6d4vlh9fv/k3nCDBo6J8YTH6Fg6AADVU2Bad0wiQUbNRS7XT5XP37QisKGJtRCvU8fvcsBEFgwcKfkRWZrJwSMo4WYQk0Me+OS+jTq2uTYxRFwe6S2VZkpXBLDnPGpGCXJLYdr2JvoRW3LJMUYmJUciiRJ5mxhvZO9K6efU1mK/YU+C7lXWzjme/2A7D27xP4evm2poNOIsCo5+uX/JuOTubI8ZJGhe385WhOOX8g7362gtpaZ7MmJVlWuGf2RKwONxuyK3z6InKq7cT4MPs1RBQEcqrtnJ8Syu3/uvGcCOt0uGUqa1xIsidvIThA1+KCSuXs5pxXDKeTKIuOcTP+xd03T2fooJ7AiVLaCUEmFEXxu2M4mZTIAPR+/sBEUeCB2y9iwvhhrNu8D6utlrjoMEYP64Vep6W02kF86ImmQPWyLN5XiAzkVjlYn1HG8iOl2Bvsco6W17L2SBmX9YthdEqoR25aF5tuc0jeXtX+qLa7CTIbqbL67/KWHNf2/gJhIYEUlZ0Is80tKKOsopqwkKYhoeZAE0//9QYefPJ9amqb7289+6F3ee+Ve/3mqmSV19I/yoxB41uRy4pChd2NgEDPGAtOyZMHcLYqB6vdTW65g3Kbq5HCFKglNFBHfKihSZc/lXMDVe23gVWbD3C8sJwH5y/kgfkfeSaBBpOyUe970jgZk07EYtL5nmRkhaIqB0eKbIQGm7l4ynCuufR8xo/uh76unLOseOLy6xUSwLKDxWzJ8UQWSQoszSjBcZLpqz5Z6avdBRwutno/rzWyp0QGeqvK+kKrEUgIM3HDrFEtnu+RP13Y4piTuWbG8EbmMVmW+eqHjT53Dmmp8Tz19xt9nq+otJpNe475/UyXrLD8SJm3LEr9PW9476scbnYVVnPNwFiCTDpkRTnlxjcdTanVyZ5cK2UnKQXw/HbKbC7P+80Ulews/Prrr1xwwQWEhIQQGhrK1KlT2bmzmWq3p5n8/HyuueYaevTogSiK3HvvvU3GfP311wwdOpSQkBACAwMZOHAgH374YbvL1lpUxdAGsnNLvf/fvuMQs+94mqWb9lFotVNpd2O1uzHp/N/SAL3nfbNJ59cEUlBhJ6/c3mK2sNjAfCUIAv1igzA3CIl1yU37PniPFTwlPJYdbH2W8eR+MZiNWp95DRpRYOagOIJMOp6+71K6JkT4PNfUMb25ZOLAVn92Pbf8YQwxkUGNnNyfLV7Hqg2evr5uyePTkGUFWVYoLa/m6f9+7vN80eFBTB7eo8XPrXS4sdf5S4S6XVOtS6bI5uRAiRUFmDM2mbjQ+tBVOHS0iL889xXHC8vbfJ0dhdXu5nBhTYu/PUWBQ4U1jdredhasVivTpk0jKSmJzZs3s379eiwWC1OnTsXlcrV8gt+Aw+EgMjKSv//97z6L5IWFhfG3v/2NjRs3smvXLm666SZuuukmli1b1q6ytZZzuoje6ear5du57i/v+HxfoxH55fPHkDUaapxyoxW4IEBqdCABBi2ZBVYCDFriGpiBTqbG4eZgvtWvPCEBOrpENXa6yrJCfrWd/23OocrRuqQyRVG4e1QSyRGBrXJUL99dwL0fbqMuQMqLRhSItBj45r4xRAd7CnS53W7ufHwhXyzbhrMuadASaGTO1efz6JyZrZKvObJzS7j6/v+RfuC4J6Gw7vXhA7szc8pwkuIjqbbVsnLdTpat3uHTjGSMjiOxbz+qJZHRA+MIthia780BxJoNTOziu1dEcICOrid9H06Xm9ix9xEaFMDKd+4jrcvpa/zeXkX0DubbKLO1fvIMC9SRFtu887+j2Lp1K8OGDePYsWMkJnoi93bv3k3//v05fPgwqampZ0SO8ePHM3DgQF588cUWxw4ePJgZM2bwxBNPtJs8rf1dqAbCNjBtbB8CTXpstc1vnyVJZvb/vcry9x9EkiWW7C+h3O6mtMZFaKCefonBAHSPtWB3uv2abgIMWoJMWqpqm1+NCQLEhDT9YkVRID7YxFV9Y/lmfyFFNa37A1+09Tj3Tms5kU6WZS7oE81jF3Xn7wt/RbSEAKDXiswaEsf/TU8jKviEXKJGy4LHrue1x67H4XAiCAqBRsNvtrunxEfwy8IH2bI7m+ffX87iVZ7dwpb0w2w5qU6RL8xdemBO7kZ1nf7cebCYUQPj0GrERqGviqJg0mkYkRDs93y6ZupGVNvsyLJCRXUtNzz8Hhs/ebBNAQpnGodbbpNSACi3uTzRdZ3IIZ2WlkZ4eDhvv/02f/3rX5EkibfffptevXqRkpLS0eI1QlEUVq1axcGDB3nmmWc6Whygjaak+fPnM2zYMCwWC1FRUcyaNYuDB08kRWVnZ3urWJ78+OKLL3yet7CwkBtvvJG4uDgCAgKYNm0ahw+37o/7TBJoMvDw7dP9jvnr7dOJCtITYTFy+cAYBsWY0Sqe/sA/HijCXrdq1mrERvbpk1EUhUC9SJHN0cSWrdMIpEabfTYFUhSFoAAdcX76Np9MnktiT05lk57T9dE/BSWV5BdXsPPgcf7y7Ofc+7fXKdq2kapf1/D9faPY9sQknri8H5FBhjoZPP0YnJLH1yEroNPr0eoMuCS/nSxbjSAIjOjfhcG9kloefBJaSxDm5G6NXrPVuti8M49jeZU47Z4dhqPWTv7BTGZ0jyCwheZBJycruiWJL5b+CngWDTsPHmfbPv++jI6mspULiYYoQGVN5zInWSwWVq9ezUcffYTJZMJsNrN06VJ+/PHHZnuRdASVlZWYzWb0ej0zZszg5ZdfZvLkyR0tFtDGHcOaNWuYM2cOw4YNw+1289e//pUpU6awb98+AgMDSUxMbNLc+s033+TZZ59l+vTmJ1RFUZg1axY6nY5vv/2WoKAgnn/+eSZNmuQ9b2di3g2TkGWFJ99YgtPpRtSISJKMJdDIs/f/gSunDwU8k7fOpOOCXpEMTQ4hr9yBQa/B6ZZ5fcV+REFAr9Vw5cgkQgL13jo89ZO/zSGxIbsCjU4kLc5CjcONJINJLxLkx2kN9VUwFSSH5D2fv/GCIKAg8P6OXAbuzeDS8/tiDvCs+u0OJ/946Rve/nJds8feedU40kvsvLmjCLesEKATGdsllPHdwjD4+AOU8ZTibqHZXasZN7TtZZMtCSnNttKsrnGx70gZaz9bh1xb4229eM2YXsTHhvu8jyEBOgIbJD66JZmaWievLfzZ+5oA7Nh3jKF9ktss75niVNtut7Zm1pmitraWW265hTFjxvDJJ58gSRLPPfccM2bM4Ndff8VkaluRxvbAYrGQnp6O1Wpl5cqVzJs3j65duzJ+/PiOFq1timHp0sYtGd977z2ioqLYtm0b48aNQ6PREBPT2Ia6aNEirrjiCszm5mvFHD58mE2bNrFnzx769OkDwIIFC4iJieGTTz7h1ltvbYuI7Y4gCDxw8xRuv/w8Fv+8k6KyahKiQ5k5vj8Bpubj3IMDdAQHeJzNkgx/ntqDF348xMJfjvDRhmyuGpXEH4cnEWEx4JJkSqudlFY7MBm1XNjLU5U0sIUKpg0RBYEP1mXx7tosYiICGNgzGkVRWiyNrQgCO1wBzL/uP4QbRSaMSOOZeZfRp1sMRoMOh9OFVuNpcymKArddM4GapFQ2Hav0hnrWuGRWHC5l2/Eq7h6b4rPyqqz4bXHcJkYN7EZESCAlFbYWx44b0Yc7Zk/l1bU5HClq3odjMWqpTUih8uCJgoL/+u/nvPjPW9Dr9U38MEEmDSmRAbhlGRTPbjCvqILZD7xJToMueApg0HeO1aovTrW/gr++IB3BwoULyc7OZuPGjd6cnIULFxIaGsq3337LVVdd1cESenKF6n0dAwcOZP/+/cyfP//sUwwnU1npCYsMC2veIbdt2zbS09N59dVXfZ7D4fBs2Rs6QkRRxGAwsH79ep+KweFweI8FjyPuTBJsMTH74pFtOkYQBLQa0Go0/H1WLx6amUZ+hR1REIgMMvDVzgJKbJ5EuXiLgUk9I9ssl6IoVNa4+HhDNgAFJTVs2JFLSnwQMRFmRBFkSWm2p3L9anjajZey7KPF/LRhL//+v8v401Xnc82M4Xy9fAfHC8uJDDNz6aRBLNhWREmNq4lZSFagvNbFt3sKuW5IvE9ZJQW0p2k+WfjcbUy97b9+I73+fNtMLpkywuMz0PvujzA2LZIfa104ysuwF3nGHTqSx50Pvs61l53PhNH90Go1SLLCkXIb245XcHhnBiN6RCM4atm6/QArN+1vlIQHHv/PBaN6nZ4LbieCA3QItK4xVT0CEBzQuRReTU0Notg4fLz+ef0usLMhy3KjOa0jOeVvU5Zl7r33XsaMGUPfvn2bHVPv7Bk9erTP8/Ts2ZOkpCQefvhh3njjDQIDA3nhhRc4fvx4E7NUQ+bPn8/jjz9+quJ3CrQakcTwE7X79xRZqbR7CuO5oUldJfA0ty+tchBq1nt9DA1zKSRZ4U/vbsXZIIBeoxEICzah03r8Ghqd51+zXsOQ2CCiAw0oKORbnRwosVFa62LqdRez9fPF3nMEW0zcdNmJ7/FQsY1iP05KWYGd+VVc4ohusV/D6eC8Iams+eD/uO2RDziYXdTk/Ylj+nPJlBEIAoQF6rloUBx7jzetJAuwJbOU568bzLPfGThyOJua49m4bNXkFVXw4y97OejSEh3rKYhYnF/Mmq+XU1FSzs/Nns2DKApcNX0Y8VEhp+eC2wmDViQ0UNcmB3RoYOfLhJ48eTIPPPAAc+bM4e6770aWZZ5++mm0Wi0TJkxo989PT08HPGGzxcXFpKeno9fr6d3bU+hx/vz5DB06lG7duuFwOFiyZAkffvghCxYsaHfZWsMp/8XOmTOHPXv2sH79+mbfr62tZeHChTzyyCN+z6PT6fj666+55ZZbCAsLQ6PRMGnSJKZPn+539ffwww8zb9487/OqqipvWNrZiEuSqbCfCC/9Y/+mYY2VNS6yimwoQLHVSYTFQITFU7ZbVqDc5mThhmx2HTsRM28J1DOiXyyiKGCtcZKVW0lBsQ1ZVrAE6qnuEcl1I5IQBZHkYCMpwUY25VaSUVbDxJnn+5Q3t9LRKEy0OWQFiqqbFh2s53RbH6LDg3w6Fq+4eLS390WAQcsfLYm8vzaL4mpHE/t4uc3J55uP8dPDE/nn2yvYuBtcNTb27DvCgQPZVDslNFotwQYNQVqBihLfOQr1NZ0mjujJy3/rePNFa4gPNVDezE6wOQTBM76z0bNnT7777jsef/xxRo0ahSiKDBo0iKVLlxIbG+sdJwgC7777LjfeeONp/fxBg05UG962bRsLFy4kOTmZ7OxsAGw2G3fddRfHjx/HZDLRs2dPPvroI6688srTKsepckqKYe7cuXz//fesXbuWhISEZsd8+eWX1NTUcP3117d4viFDhpCenk5lZSVOp5PIyEhGjBjB0KFDfR5jMBgwGDrfD/JUaWi3NmhFgk2Ni7W53LJXKUiyQp7VweHSGgJ0GmLMJ+ze+ZV2zw6i7q+6R0oogihQUlHLtj0FKDQoDFftYOm245SU13Dv1J5eH8TI+GCKa5wUOsze9qQno9UIKN5mj77R+jNat3x4q7HVOphy64sczStr8p5Wq6FH1wSSIwK8uyyzUcd7d47k9v9t4VhpDVpR8N7b4AA990ztgVar4fHbp5CVU8xHizeCy8Gh7EKKjhzjmkvGMOvCMWi1WopKKtl94GiTz40KMzP9vH5cc9EwzhvSvVOHqTbEbNTSIzqAQy0kuQkC9IgO6LRlMSZPnuw3yicrKwutVsuYMWNO+2e3lB72r3/9i3/961+n/XNPF236RhVF4e6772bRokWsXr2aLl26+Bz79ttvc/HFFxMZ2Xo7eXCwJ0788OHDbN26tV0TPTobGlEgzqInr9rJiMRg70RfX3up1OpEAQ6V2kgvqMbZYJVr0ooMjw8mMchIcnigdwWs1YpEhQUgSQrb9xX6rAW09UgZy/cUMLW/ZyWl4KkYu3zzMZ5bHcCDE7s1OaYsr6hF57FJKxDTTK+LemROX+r9Zz9ubVYp1KPXih77eQOBkyMCWfKX8aw9UMTGwyW4JJnEYANXje1CgOFEv+iuSVE8MudibrxsLC63REJMKIcLa3DVmev++8RtHMo8Ts6xPJxOJxu2Z/DL9gyCLQG8/ti1p+kKzyxhZj19taKPWkmcE7WSlixZwu2330737m2PajvXadO3OmfOHBYuXMi3336LxWKhoMDTIS04OLhR+FdGRgZr165lyZIlzZ6nZ8+ezJ8/n0svvRSAL774gsjISJKSkti9ezd//vOfmTVrFlOmTDnV6zoruah3FG9uPk5AgzhOj7NMwWp3c6jUxpa8pk72WrfMmqPlTEgOZUiXMIJMOqrtLvR1neFyi6qRWijas3RXHlP6xXhbi0YG6CmtcnC40Mac578lLdLMnVeej74uqub5t37E2CWFrn27+6zEemDLLl4vyuGGS8cQEhRArd2JyXgickuS4XSZpj9f6ruSq9stUVlRiZDQNCNeIwpM6B3NhN7R3teaW+0JgkBSXLjXue866X726JZAnx6JdIsO5K93aNmXkcf8N374DVfU8ZiNWtJitXXVVd3e3WNwgLbT+RROhTlz5nS0CJ2WNn27CxYsoLKykvHjxxMbG+t9fPbZZ43GvfPOOyQkJPic2A8ePOiNaAJP0anZs2fTs2dP7rnnHmbPns0nn3xyCpdzdjMgzsKUHmF19t0TE0+h1YFbltlRUO3naNiWX4VGFLhnahoaUcDllpBlhcpqe4thoYWVdmrrku8kSeLAoRywlmNx2JESuvLg84sIHXUfDz//NSUVVrbszGDD96vJzfQkbMmSjCzLyHWB8Hs3plN85BiPvfItXS74C7Fj72PQrMdO/ea0QEVVjd/3t+xoXQe51lTH1fmYFF2SQkVdoldalxjefOJGz2r7LK86Y9CKRAXpiQ0xEBWkPyeUgop/2mxKag1PPfUUTz31VKvPc88993DPPfe0RZRzlkv6RJNTXoNbUtBqPCvVIquT9ZmluFpIIqpySpTVuugZF8QTf+zPd9tzKSyx0VpDvgh88cMvvPfZKmprPeWyX9+6icSUOEIjwygvLuPFD1d5q7VKbjfLP/mBqMQYuvXtgSHAiLWimsPp+7FVVNG7x4lgALvDxZjBjbfsp9Pk3rNrDDsPHvc+12hErrt4FLddPo4eXWJwulqXmduSUhAEgUCDZ8V8ctVagNJqB7EhRjQaEaMokFtuJ7Oohq5RAYQFttDkR0Wlk3D2GgjPYRJDA7C7lLrubhp6RQXy/b7CVh27u8hKlxATilbDsD4xZJbVoADHC33vNgQBukWZ+fe7P7J6xeYm7+dk5yE2cCK//eU6jAYddocnpLEop4CinAJEUSQ0Ohy90UCNtmmexJP3Xdro+elceN76h7F89uNWz3k1Ih8+extTxvb1hOfWtdn0lBZvfvJvSx8N8OwamlMM7pNMTBEWPcVVDg7m2+gVF0hIgKocVDo/qmLopBi0Am5ZIKfERqjZQFyQkbJa/9VWAY5XOzhe3ThJZni3MA4fLaOm1t1seKmiQJdIIx9+1lQp1CNLMjq9DpfThdMlMWVcH1as3+3t49B/zGD6jByIsa6UhtvlJmvPQbQZebhdLubdNIW0LifCBLXi6Q1XHTO4G7MvHsGHizdz+5XjmTKmj8eB3yjBSWhUc6q+Dzd4iscZW6iF1BBXM0oBPNFa9QiCgE4jUFtrx2AwsC+nklE9fJfVUFHpLKiKoZMiCJ5oo+gQE0eKrPQJD2RfkdVvlzGTVqSq1oWmrjpovxgzl/WNIcikY1afaK57bWOjxir1eQhpXcLYsXV3izIp0ok8i6SoIKIjQigsqWTMzAmk9k9rNOFpdVq6DehFdEIMF3cJYuaE/t7P1IqnXnrBF4Ig8Pqj15IYG8ZVF43Cl/msXhk43Z6y6C63TInVSbnVSZ/EoBbbsyqKQo1Tana3ABB+UiE9jSjy1bdruO6qqYCWJev3MeO8Pqd6mSoqZwTVi9SJ0WjArBfpGRdEv8RgZqT5Dv0VgLFJIWzZlU91jZNhCcHMHpJAlcPN4t35PL82iyH9Y+nbPYLIUBPhwUb6dQnjqgnd6JUcSlFuy6YqtyTz/r9vY2jfFLonR7H+w/v54x/G031Az2YnU1EUCYoMJ7pbIgYNnof29CuFhp/39ztmkBgT5rculCwrVNW62Hu8ikMFni5kCpBXXtuiUgDIK6tt9n2dRvBWl63HLcmEBgdwIMPj/3j+/VVeE5yKSmdF3TF0ckQRjCIYNBqm9Iwg0qLnmz1FlNWemFyizHouTItEdsmEmHSk7y3gwh6h3PL012TsP0KJzUlMYgwzJg3j8vHdCNBpEDhha5dkhdWBBpoWkmhKZIiZ79/4M1lFNtAZmDB5BNtyq/zuZNZnlTOua+hvuxGnEc8E35wCEKiyemrs1FeXbfRuXeiwQafB5pAameUsRi1JEQFNEvpEQaB7cjSffreOf9x3NdnHi1n8806umOY7ebOzUVHrYn+RDbtbxqgV6RUVSIhJ9ZWcy6iK4SxBEDxT2ZCEIAbFW8guq6XaIREWoCMh2FAXay5x8eB4th46xj3zXqK21olct8otzi1g98Z07r3jEvoM6YPV6UavEUkKMmLSabj4gkEcOJDtVwadVkPPrjFotRriwwPJKLSRU2H3qxQASk6hxv+pUn+f/Imk1WrIyi1E0BvQak74FUICdLzz+c889cYPTBnbh6tnjGBYvy6YTQYQPApUrxWJMnuaKBVU2MHtJDkmGJOh+YlSEODKC4fzx6lDycgto7i0kkPZrQsk6GiOltey7GApuwuqG33HogD9YixMTQsnObTjy1ernH5UU9JZiCgIdA0PYECchcQQT3tQo05DeKCewSkWln/xI7X2E0oB6vofKwrPv/4NizYeYFehlV/zqvj6QBHb8iqZPG4QgSbfJUY0GpE/ThtKaHAgGlHEYtKh0whoBKHFYNiAFvpgn278RTvJsszho4Xc/te3qKzy9Fuov086jcCW3Vm43BI/rN7FdQ+8Rdq0vxJ//v8RP+7/SBp/PzFj5xF//v9xpMjGlp2Heeb1b30qBUmW+XTJFsorbYiiQFpSBO/MvxlLYNtabXYE6XlVPL/2KDvzq5sofk+BxGrP+3n+c2vOFHv37uUPf/gDKSkpCILQbCvNBQsW0L9/f4KCgggKCmLUqFH8+OOPZ0S+J598ktGjRxMQEEBISEizY5prcPbpp5+eEflORlUM5xBaLSz8bjO2GkeTks/1CKLAnk07vStqBdhfWkN6YTVvPH0bep2miZ1dFAW6JUby5L2XNXpdpxE9obF+ZBKAkUkhp3pJp4RG9K0cBAH+8u/Pqayy8d83vuaHnzZRWlxGbJAWk16D5qRSzc0hCiJxoSYqSsv5btVO7n/mM5wuN5Is43S5cbs9Tvqvf9rGvU9+wuGjhd5zzji/P5dNHnJar/d0c7S8lnd/zcPdwlbQLSu882suR8ub97mcSWpqaujatStPP/10k54w9SQkJPD000+zbds2tm7dysSJE7nkkkvYu3dvu8vndDq5/PLL+dOf/uR33Lvvvkt+fr73MWvWrHaXrTlUU9I5xqED2X4TERVZ8WYrN+RASQ3nDU1gyxeP8MJ7P/HVT9uw1jiIiQjm5j+M5farxhNsbmw2cEkyiUFGwkw6KuyuJitLUYAAnaZD/Av14bCSXFc0UACNAAIin71wB4KoQVeXa9EwfPX84Wn8sGanz/NqRJERg1KJCTFi1GuRFYW3v1zH18u3c/m0oaTER1BZXcui5du8JiPjSTuK6MiQdrnm08Wyg6UtKoV63LLCT4dKuW1E88U0zxTDhg1j2LBhADz00EPNjpk5c2aj508++SQLFixg06ZN3iZh7UV9i4D33nvP77iQkBCfiu1MoiqGc4hFK9Jb1UxZaaZRiQKsPlKKS4HIEcPJevgqRGi2DpKsKORX2nFJnto5F/WI4OfMYnKs7kaTbJRZz+0jEgjqoEJrogBinQuhoKSKj7/bzOUXjiAyzNJkV1D//MoLh/Pk699TZa1tdtclyTL3zL4ARVGYMqYvDz33JQDllTbe/GxNk/ExEcH0ST3RrEjAY4qRFc//X/x8NY+/shSH9USOSkRUOP966Dr6pkQQFWQkLsSIRtOSwe70UFHrYncLpVdOZld+NRW1rrPKIS1JEl988QU2m41Ro0Z1tDhe5syZw6233krXrl258847uemmmzok70VVDOcILpfEvz5ax8ieiWzZmelz1yAIApEJza9IDpXVeh23Sw+UcFHvqCZjFEVBVmDF4VL6R5pRFIWvv13LSx8sJyImgujkeDRaDYXH8ok2idwxeC7QceXR7XYn0+54mc27svi/m6YSHmL2qRQALIFGvnppDpfNfYUqm917HzUaEVmSmXPTDKaM9jRbSUmI4JJJg/huVbrPnsfzbpqCpmGkkiAgSTL3vrSYH/dVcXzblibHlBSVcue8/9J73DgG9OnCjIFxDO0STHJk8+1xTyf7i2wtBhOcjKzAgSIbI5ND2kWm08nu3bsZNWoUdrsds9nMokWLvM1zOpp//vOfTJw4kYCAAH766SfuuusurFZrh5QLUhXDOcLyjfuYMnkofRIjeO+LNT4Vg6Io9BkxAEVRqLY5cTglgsx6r2+h/qifM0txyzJT0yIxNcgItjklDhVbiQsyoAAr16Xz0gfLASgpKKGkoMQ7tkQjctW8t1j57n0dsuqRZZmBf/iXtxz3zX88r8W+1wCD+ySzfdGjfPTdJn5cuxuH08XQvinc/Ifz2F8qNRr7yj+uo9pmZ+XG/Wg1InJdaQ1Jkrnvxincevm4RuNdksxfP91KdWQSuTve9SvHvrVrydi1lx37+tGvVxJ3jU9mZFq032N+K3YfiXvtddyZJi0tzdv75csvv+SGG25gzZo1nUI5NGxqNmjQIGw2G88++6yqGFRODZdbwWmJIC4hiGyHm6tvuoRojcx5I/ug12k5crSAb5ZtZtX6XfQbPYiAyCiqiq1M6xtDdLCBHzLLcUpN/7DXZZWz8WgF3SMCGRBrYUhCMAF6Df3jgtAIAooC6/BdnE6SZDbuPMKve44yvF9KO96B5vlg8WavUkhOiCSuDW01w0LM3DN7EvfMntTo9e/27afWKWHUeZzUgSYDX/z3LjbtPMJXy7ZSVmkjOS6c6y4eRbekEzsuRVFwutw8+NlWxOBgKrKPo7Riae6sKOXA2jUUVQzFYtAxpFukz+qupwPjKZ77VI870+j1elJTUwFPg7Bff/2V//73v7zxxhsdLFlTRowYwRNPPIHD4TjjTclUxXCW43RLfLQln+2F1QTqRFLDApgwdTBwoitcz9QE/paWxMWzxmPXaEk0G5g+IA63JFPlcPPN4TKfK3q3rHCgyEq0Re9dbdefVxDgz9dPJvt4Ce8t2uBTxqXr9nSIYvjvBysA0Om0/PvvN/rsRtcaJFkhs7AaRYHKWhcm/YmQU0EQGDWwG6MGdvNZjE8QBHRaLZOHdGNVZinrF69q/YcrChX7d/FTeCRvrzRw59T2W932igpEFGiTOUkUoGdUYLvJ1J7IsozD4Wh5YAeQnp5OaGhoh3SqVBXDWc77G4+TXlKDQSPgkBTSwgMbZTUDXht338QIfj1WzpFKzx+CVtNyaCbUJ435HvfQHTP4cPFGpGZ2HQCHjrYmp/r0U1phA2DcyD7sPZSDs7qSaef1aZTU1lo0osB7a7MY2yOS/HI7IhAVbMTllppEN/lCEGBgfBCrMktx1LZtMpKdDqzFhWzODufONkvfekJMOvrFWNiZ33oHdP9YS4c7np1OJ/v27fP+Pzc3l/T0dMxms3eH8PDDDzN9+nSSkpKorq5m4cKFrF69mmXLlrW7fMeOHaOsrIxjx44hSRLp6ekApKamYjab+e677ygsLGTkyJEYjUaWL1/OU089xf3339/usjWHqhjOYnLKbFS4PJOxQ1LoER7gtwicAiQGm6hyu/lk6zGuHppEiFFLWICOMj/ZybIC3SMCfL4fHR7EiAFd+WV7RrPvV1vtrb+o00hIUADF5VYOZhxn5bqddE2M5PxhPTAZaVY5NJzY6++hW5LRakQ+33SUrGIbl49IRpJk1u88yuIl65h9yWjSusRidziJjgjCEug7E1gQBK/JJTgsmNIG/pjWoNTaKLe1fxb51LRw9hZaWxWyqhMFpvQIb3eZWiIvL49BgwZ5nz/33HM899xznH/++axevRqAoqIirr/+evLz8wkODqZ///4sW7asUV/oG2+8kezsbO8xp4t//OMfvP/++97n9bL+/PPPjB8/Hp1Ox6uvvsp9992Hoiikpqby/PPPc9ttt51WOVqLqhjOYv634TglDZx+ESYdvqoAgccEFBtiYtv2XMb2j0aSZTSiyMRu4Xy5u6DZYwQg0qyne6R/U0GQn2zeuOjgFq6kfbj98rE88NzX5BZ4/AxHcoqZeed/ee/pW0iJj8AtSQgIaDQi67YeYveh48R3SSIuKpS4UBN6rcj+vCo++eUo+RW1PPHH/hSXWVn80xa++H4DNbUOvl2ZzsUTB7B1dxY/vfMA5gCjT8UsyQp5VR4lOfGK6Xzx0odtuh5Bo8Phkloe+BtJDjVx87B43vk1169y0IoCNw2L7xRlMVJSUlrcsb399tstnicrK4sJEyacLrG8vPfee35zGKZNm8a0adNO++eeKqpiOEtxSbKnzIUse3MNWmsX3n60jD9P78HKg0VM6RXDyOQQ8qvtbMiuaGJfDtRpuHV4otev0BxVdje55TVoNBokqenENbhXUpuu7XRx6aRBPPDc140mjJ0Hchh86eOMH57GgJ6JmIIsfLF4PRkNzF36kDBMsYnoAs2MH9SVy0YkMqF3NEadhlfWbeP9Lxr7B5Zv2MelkwcRHhLo1zSnEQU2ZHmUlCUkiABLIDXVttZdjCCgC4/k4kFnJvlpQJyFeeOS+elQKbvym9ZK6h9rYUqPc6tWUmVlJZmZmfzww9ndq/t0oCqGs5TcSgeZRdUEBBkx6D2KId/qIDXMt8lHkhUOFVThcEnYXTKxwZ6xgiBwWb9YBsUH80t2OdllNWhFkZRgI11CTGhFAVlRmiiHfYXVLDtYzPFKB8Mum85Ah5NDO/azY80WnA5P34dAk56rLhzWTnfBP7+kH2n2dUVR+HnzAX7efACAi2aMo6jKQVW5pw+521pFgs7OD/+eTbCl8U5o7rUXsHzDXtb+eqKH9Gv/vImf1u1s1OWuIbKsIIoCX67ayWHbiX4NV913I5+++C41LfSrBgiMTyIhKpg7J/docezpIjnUxG0jEqiodXGgQXXVnudoddXg4GCOHz/e8sDfAapiOEuRFYXiaidBkkxMdBAAOVV2bE4Jk05sdoWvEQV+2JFL9xhPQxqzobGdPTHYyIiEYA4W2QgN0pIUHkBYgJ6yagdmgxaZE8ph49FyvtxV0MhspTPo6TW8H3FdE/nxg0W4HU4+fKbjisZJzWR4N8fQXvHce/1k7v5gK3+9pDfT+sc2KZ9dj1uSmX//lRwtqUGr1RAdZqZfcii/7jzMvow8+vVIaJzQBmQdL+bVj1fx7tfr6T2iPyMmj0XBE710xT034LQ7+PGDRZQXl58oCysI3ix2U1wSPQYP4rM5ozokHyTEpDsrktdUTh+qYjhLiQ0yePoD2N0E6TVUOyVkBVZmlzKpSzimOidnfQ8BURT4aEMW27PL+ffVg7DaXWi1Ik63jF4rIskyVXY3i/cXcceoROKDTUiygoKCVhSpcUqU1ThJCDFhdbj5us4ncbL1ShRFgiNCuPTqadwzKY2BPRPP8J05wcj+XRrOr80iCAJR8dGU2RyU25z0SQj2qRTAE8nVLSkCu1AFQEKEx/dy+bRhvP7pal5//PpG41/9aCV//+8i7/N9m3dx7EAWPQb3JiQiFLfLTc7ho3TvmsSl143nl905bNibiynAhMFsJi4liSvH9eCmcSlNFI6KSnuhKoazFJNOQ3JUIBWlNYxJCmX5kVIkWaHKIbH4UDEpwUYSgoxoBNhztJyfduWTW17LjeO6khAWQKnVRWpsIA6Xm+pamZ351RRUOrh9ZBIBes9OwhPz71mhGrUi0RYDr6zPptjm9OvPEEWRsORE+vXo2MJqKfERTBvbl59+2ddsKK0gCCT37MrWcheG8nIA7M6WnbuKfCJqKcikRRAEBvZKwlZr56tlW7lsyhBkRUEjitx17USsNQ5eeP8nHE5PMqC1sprtP29GFxyCObELAeEpZLslnl2Vi7O0hNriEspcLi4a35937p+IJVDvTxwVldOOqhjOYu6f1JUHF+4mzKhlemoEe4qqOVppxy0rZJbXsj2rjB2HinG5ZfomBHPz+d3oFX8iQshqcxEbFkCN002YXktSohGzofmfhCgKKDIMTwrhs535LcpW65apcUlYfJzvTPH6Y9cy6eYXyDhWDIrSaIcTHBHK6BnjAXAqCmaTjhV7CugRG+QzEU5WFCoahPY2NO28+c8buW/+J6zdeog7rhxP79Q4ZEVh9OBUzh/Rk+zjRZRW2Ph6Zwm5UgBCXdCABAg6DfqQcHTBYQSkdKdi7w6WrN3N7Ife4ZuX2zNzQUWlKYLSUozXWUJVVRXBwcFUVlYSFBTU0eKcMb7cdpwqq0RabBCiKCDJCm5ZQacR/EYS1RMXaiQqyEBRlR2NIBJm0fs9ziXJPLTkYKtke35mGoZOUCqh2mbnvW828spnayksqSbAEkja4N50H9gLnf6EE/VYfhUFBdUseeB8AvSaJqab+kJ5+3OrcEme/6dGB2I2ahspiGP5ZSxbtxuH001alxgmjuzlPZeiKOw6VsFVr/ziU15FUUBRKN26AXeNlfUf/YUhfZpGdvn7zdvtdrKysujSpQtGY+dvDKRyZmjt70LdMZzl/HFIAjtzKii3ShhEDRpRaFPZh7xyO0FGLVqNiE4jttiNrX6Mv9VEfYmEzqAUwFMx9e5rJ1AZnUR+tdPnuMQYC4Jb5pa3NvPGLcMJCdB5lYFG9PhqsoptXqUAUFztxHJShE5SbBi3XXF+s58hCEKjXZuvMYqiEJCQQk3mPj79cWuzikFFpb1QFcM5wIDEECptLn49Wk6QUY+PyhQ+OV5ei8mgQdeCQlEUhfIaJ7ZqG0FBgbh9aAcFmJ4W0TYhzgA1Lv83RhAEhvSKYlJKKM9+v4/YEBODUkKJDw0gJsRISZUTm6OxD6KyxkVRlYOoIIPPOkkn0xq9LYgixshoao7sp7qmY2v5FFTYWX+omGq7G4tRy9gekcSEqLuQcxlVMZwjBAfquKBXFKsOlNAv3sKRolq/q/qGlFpdOKoddAszEhTg29EpKwovvfMjn36wgpjocCZfcxE6i6dHQP0uwqAVuWFIHF3DfedTdBTRZj1VdrfP+yIKEGXWM6RLGEO6hDV5PzHC07Gt7KSyFLlltVjtbiItesx1TYl8liVRFIqqWlciRBA1yJJMSlzHlJzYdayC11ZksHJvUaMMaK0ocEGfKO6alEr/M9y2VeXM0Dn2+iqnBUGAC3pFoBGhwu7bZAKeSb7eTKLXCKzPLmfdkQry6vr3nux6cksSO/fneLuUFRSW8tEL77Pn542AwvCkYK4bHMv86d0ZEGc5/Rd3GhjbJdSvspQVGJXsuw2poijEhZmavAZQYXOSW15Lld3td9cgCAJvr85sUVZFUXDZqhE1AjdcMrLF8aebZbsKuPzljSzbXdikLIZbVli2u5DLX97ITz5KqZxp9u7dyx/+8AdSUlIQBIEXX3yxyZjHHnsMQRAaPXr27NnusmVnZ3PLLbfQpUsXTCYT3bp149FHH8XpbPw3+vnnnzNw4EACAgJITk7m2WefbXfZfKHuGM5Bws0GvknP47y0aLqENK7dk1ttZ2+xjSKb50cZbNDSMzyA85JC+TGjhCiTiE4jEG42UH9YlbWW9xdt4Jm3llDrOLFaVoAt67aTl53L058+hNHgqdXkluv6K5/5XCy/DIq30DfHzN4Ca7MKYlB8EGl+akIJgoBOIxASoKWgvIbc/FIUQCOITBzahZBAPYqiNGtSqn/t18xSFv7StOd2c59Vk3uUJ+65lNjIMxtMsetYBfd8uANnC813nG6Zuz/YwRd3j+rwnUNNTQ1du3bl8ssv57777vM5rk+fPqxYscL7XKtt/ynwwIEDyLLMG2+8QWpqKnv27OG2227DZrPx3HPPAfDjjz9y7bXX8vLLLzNlyhT279/PbbfdhslkYu7cue0u48moiuEcJTBAT6XDhYLR61DeV2xle0F1IwdzpcPN5rwquoQYiQjQIWm0RAYZvSvhJ15bzOufrKbGxw5EFAVCA/To9DrqfbKyAm5AK3oenQVRELh9RAJLD5aw5kg5trqcBbNew/ndwhjfLbxVPoJff93LPU9+gsPlyUuIiQzm/pumcvMfz2v2eKVud5ZVVM2irf5LLtTfd31tBS/cdQGzZ4xo62X+Zl5bkdGiUqjH6ZZZsDKTBTcNaWep/DNs2DCGDfOUXnnooYd8jtNqtcTEnJl6U/WcXCCva9euHDx4kAULFngVw4cffsisWbO48847vWMefvhhnnnmGebMmXPGM95VxXCOogAFVieDYjw/qEq7m+11Td6bWy1nVdgZnhDElF6ermP1P8Tv1+71qRTAUwfoaG7z5aPdssf30JaE3XoL1un6OzhWWsMnG49xMK8ak0HD1L4xTO0fw9S0CIqsTmQZQgP0bYrkenfRBq9SACgoruT+f3/O0fwy/nnPrCbj3bLCnhxPpvTlI5IZnBLGE4v24JRklLoaVPXfSaRZx8x+kTwwaxqmDsgBKaiws2Jv2/pnrNhTSEGF/axwSB8+fJi4uDiMRiOjRo1i/vz5JCWd+YivyspKwsJO+LEcDgcBAY39ciaTiePHj3P06FFSUlLOqHyqYjhHSYsOJLvCQZHNSUSAjsNlNX7DTAWgR6S5SZczUaP1hk/6ItCkxyXJ6JrRAG7Z49T1N9ErCkgKSPIJ+URAq2ldBE89cv056mqPf7g+iye/3YdQ954owJL0fJLCA/j4rpEkhJlQFHC0spK1oigcySlm087mi/O9/OEKrrxwGH1S4xu9rtOIBBo0VNW60YgC6w4W1SkFGduxI6QFOln5zjzcskKAXtMh9ZDqWX+o2Ot7ai1uWWHDoRL+MLxjM91bYsSIEbz33nukpaWRn5/P448/znnnnceePXuwWM6cXywjI4OXX37Zu1sAmDp1Kvfddx833ngjEyZMICMjg//85z8A5Ofnn3HF0Ik2+iqnk2sGxeKWZdYdK6faIVFW6/TreFWAmCBDk5Xz4EE9/CoFjUbkD1OG+JxMWppiFAVcskeBNBwrA06JVoXeKgq4pLrxiufYVfsK+dc3+1CUE2XE6//NLa/lxje24JYUBAF0Il7fgO/P8JiD7n/mc59jtBqRD75pPnFNEASyiq0898N+ftpdgKLIKJJETe4xjueXYdBpCDRoO1QpAFTbfffw9n9c+zcQ+q1Mnz6dyy+/nP79+zN16lSWLFlCRUUFn3/u+zs93eTm5jJt2jQuv/zyRk14brvtNubOnctFF12EXq9n5MiRXHXVVQDesvpnElUxnKNYAvTUuGQkRWFJRjGOVsywTqnp5DhqeB/io0ObLeCmEQWMeh03/fE8v8ls/pSDpPjvI+GST5iX/J1DOmnMW6syfe42JFkhs8jKz3sLAY+py6ARcLslZB8fVlBt57K5r7B6ywGfcrglmayc4iavK4rC3LfW88jn6Ww74jG7yU4nZelbkJ0OwkI6T79ki/HUjAgW49lXhjskJIQePXqQkdF858HTTV5eHhMmTGD06NG8+eabjd4TBIFnnnkGq9XK0aNHKSgoYPjw4YDH33CmUU1J5zB3j07g5Y25AFS2wl6yM6+KxBBjI+f0jCFJmB68jvkvfkrmsWK0WhHwTKIWSwBPP3Qtbo3B/0rXR1s5RVEoLLMREhSAxs+qSFJA6+P0itJ0V2FzuNmeXe5bHjyx+K/+sIt7//Y6f7r6fG6//DwsJi2KAgezC3h71QEMBh3BkWHYNQYKqh1s3p3t95waUSTY0thOLMky3/+8k53rN6MPDQdBwFlZjqOk0Kvx7rhinN/znknG9ohEKwqtautZj1YUGNOj8yU0toTVaiUzM5PZs2e3+2fl5uYyYcIEhgwZwrvvvutzF6DRaIiP95giP/nkE0aNGkVkZGS7y3cyqmI4h+kZE0SiuYCcajfU+Qn8JV6993MmE1PDCdBrvPWSQgP1BIUE8flr8zh0MJuVmw6wI7uMHLsWITSSx5blEL6hkJvP78qN47oiNlmmK8gIjbam67Ye5tVPVrNk7R4KNrzYzDGN8TdHKTTdkbhasTvyHCOQlVvCX577mqXr9vLVS3eCIGI0GjHGxlLmkCmvAfBkHnft14OD2/b6NDlJssxlU05E57glifyiSh589gscZVU4ypruJmIigrhu5pmPPPJFTIiRC/pEsWx3YauPmdQ3usMdz06nk3379nn/n5ubS3p6OmazmdTUVADuv/9+Zs6cSXJyMnl5eTz66KNoNBquvvrqdpUtNzeX8ePHk5yczHPPPUdx8YnfQX2EVElJCV9++SXjx4/Hbrfz7rvv8sUXX7BmzZp2lc0XqinpHOehyT24tE841CkF76RW96+iKMiyQsbRcqYPiafU5myyuJ/cL5aKGhflWgtH9DHkmxMQw2MQRE957lKrk2d/OMA/vtzdZNJUFBqVkXj27WVMue2/LP55Jy63hLuZVqC/lWCTjphg/xOVLCvINVY89eoUIkItuGURl6QQExnC2G4RTe5D35ED0eia9wNoNCJdEiIYN9TTYa2iuobXPl7FhOv/TWFpVbMy9OwSzfqP/0KgyXBK19le3DUpFX0r44wNOpE/XdCtnSVqmby8PAYNGsSgQYPIz8/nueeeY9CgQdx6663eMcePH+fqq68mLS2NK664gvDwcDZt2tRoRX7jjTcyfvz40yrb8uXLycjIYOXKlSQkJBAbG+t9NOT9999n6NChjBkzhr1797J69WqvOelMo1ZX/R3x3sZj1DpkqmWZgmonFTUunC4JnUbgjvO6MDAuyO+u4rONR3ns6z1+P+Oju0Y1KichKwol1U4sBpHd+7OYettLjcZ/+OxtTB3bF51Wc/KpvOhE3yGvvqKK3lmdyXNLDjTrnxAAo07Dt/eO4pHnvyQ7t4RV7z/gzYYFsLslXlibTVlN494TxbmFrPpiKbYqK1qN6HVKh4cEkhIfzo79OZgMOmy1TUN8BSA+OoRZFwziqguHMqRPss9rbg3tWV31p90F3P2B/yQ3vVbk5esHMaXfmc0LaE/OP/98JkyYwGOPPdbRorQLanXV3wGSJPPNqnT+98V6Dh0tJNgcwNUXDuXmP4whPMTcaGxepYPiWokR8cFYnRJjErUUWJ3sKqymb5yFAbGecD1/voJPNx3zG/KqEQW+3HyskWIQBYGqGhcVNoXXPlmDViPibmDqefnDFVw4rl+zCsntltBqNX5DVgXBs+09efq6bmwXNmWUsv6gZ9teL7NGFBCA52cPIj4yiHeeupn12w4hyQq6Bqtko1bD3DHJfLIjj4PFNu/rUfHR/Ovpuwi3VbDnYA56vZbi0ire+GwNZRU2FGhWKdTL+tG/b2FE/y6+L6iTMKVfDF/cPYoFKzNZsaewSa2kSX2j+dMF3To84/l0UllZSWZmJj/88ENHi9LhqDuGsxSXS+KaB/7H92t2o6nrwwCeTOSIUDMr3r6X7snRVFntfPj9r/xvaTqyAsP6deWKyUPIrZXYml+FADwyKZUgY8uhkkP/vrRJddGTGZAUwqd3jwE8Jppap8TBfCsAl982n9IKW5Njrpw+jJf/cR1i3YpdURQ0GpG8ogpSYkNazGWQJLA6XOhPMvO4JJkvN+fw8YZsjhRbMWhFJveN4abzu3pLX0uyjKLgt51nUbWDYxW1CIJA1/AAQk1NI3Bm3P4Cv+zwXwMpKTaMAz88ftpCUs9UP4aCCjsbDpVQbXdhMeoY0yOiw30KKqeGumM4x7nz8Y/4fs1ugEY5BLKsUFJu5fJ73+Slv1/N5fe+TpXV7p2MDu06yOJvV3P+FRcSlRBDiElLcDMTXXNYTDq/ikEUIDhA5139210ymUUnFIGvyKPPfvyVNb8eYvasUQxIS8ThcvPTuj3sOpjD9q/+3qJcoghH88rokRLd6HWdRuTq0clcNcqT2dqsb6AVMeJRFgMRZt8NjFxuiVsvH9eiYjiWX8aO/TkM7n129VaICTF2+uQ1ldNLm5zP8+fPZ9iwYVgsFqKiopg1axYHD57o5pWdnd2kemH944svvvB5XqvVyty5c0lISMBkMtG7d29ef/31U7+qc5jvf95F0LB7WPjDrz7HyLLCwexCLr7rFaptnoiahglcVpudZR9/R621psUcAfD4CWRF4eLB8X5X77ICE3tHU2ZzkVlo5VB+Ne66BANRgEmjevlsaF9QUsmz/1vKdQ+8xS1/fZfPfvyV/z58JYriSX5zSp4kNqmZvAZBgLSUaOa/8QMul4QkyThdblxuqcEY/6v05npC11NftsIXOq2GQb1a5y84fLRt5SZUVDqCNimGNWvWMGfOHDZt2sTy5ctxuVxMmTIFm82zKkxMTCQ/P7/R4/HHH8dsNjN9+nSf5503bx5Lly7lo48+Yv/+/dx7773MnTuXxYsX/7arO8f4cd1uLp/3Jq5WFjhzON3NhlYqioLb6eLg9r1U2t2U2pw+E7vA4ycQBYFrR6dgMemarSskChAfaqJ3vMf00zUqkAHJIfRNCCLKokePm7uunuA3u7geo17LlNG9GD24Ow7JoxjkuiQ2V52SaKIckLnw/H5MmP0Mj778DR99u5FXP17JO1+ta5XpxpfCaq2ltWHVWX8EmVUTjErnp02KYenSpdx444306dOHAQMG8N5773Hs2DG2bdsGeJIzYmJiGj0WLVrEFVdcgdls9nneX375hRtuuIHx48eTkpLC7bffzoABA9iyZctvu7pzCEVRmP3gu6f1fNn7j6AAqzPLfK6I3ZLMkSIr//nxAJFBBt6/w1NjCDyO3Hod0SMmiKevGkjfxCBCAnTeyVirEYgLM2HSwsBeibz66Gw0othoIhYEj0ln8ujeLHhsNs8/dAWLXpmDr4ZrCp5IpPpQ01c/WUOfmY8yfva/2ZuZx0eLN7L8l718uXQr9hZKNbjdEqs3H+C5t5d6nze8dllW+GHNLiTZtzJ2SzLfr073+zngUQoThqe1OE5FpaP5TT6GyspKgEZVAhuybds20tPTefXVV/2eZ/To0SxevJibb76ZuLg4Vq9ezaFDh3jhhRd+i3jnFKu3HPIZ7XKqSG5PXZxfjpbTKzqQ3tEnConVr5Qdbpm5723FJik49FpGJYfy4o1DycyrZHdOFU63TN/EELpGmemX6HHoNlyh1/8/ISaMWoeLqy8czvB+XXj3q3X8siMDjUbDBaN6ccOlY4gOD0IQBAwaz66gJdwy3P/sl97mQfVUVtfy04a9DBvQjbBePXxfvyTjcLr52wtfsy8zj43pmdxx5fmMGNAVURSRJJnL5r5C356JTB/XD7ckN3FSS5KM3eHkva83tCjvAzdPwWg4+0pHqPz+OGXFIMsy9957L2PGjKFv377Njnn77bfp1asXo0eP9nuul19+mdtvv52EhAS0Wi2iKPLWW28xbpzvUgEOhwOH40Qv3Kqq5pOIzhW27M5q9dh+owdRXlRG3pEcZB8rXUEUiIjzlNhOCTWRFmlGbmBLr5/QTXoNs8d24YdDxZTWuPhuXyHhBg3bvl/BhDH9mTqiLwgCoYH6uiqqze88tBoRWfD0Z+iaGMkT917W7Dhd3bzbGgOOze5qohTqkWWFzTsyGLBlL5N6RBIeqG9Wttc/Xc2R456Q1lWb9rN1dxa3XXk+D952ITqthlXv3EtGiYPMQhvRFi1Bgca63YOARhSottm56r7XySuqaFHeFb/s4/6bprTiyjoXuUUVrNp0gCqrnSCzkYkjexIfFdLRYqm0I6esGObMmcOePXtYv359s+/X1taycOFCHnnkkRbP9fLLL7Np0yYWL15McnIya9euZc6cOcTFxTFp0qRmj5k/fz6PP/74qYp/1tFS2Yh6jEY9My85nz37sjmecdTnOEVWGDl2IADTe3oyP5szJ4mCwFWjksiwOQkP0HH5gFgizQaY6jGJ7M/M42h+GYeqa4mdNAi9zvdPShRFBECv8TiSG07+Ah6loRFbLppXj16nbZIXcbLsv6zbwVcDenH7yMQm72s0Iv9381Ruu2IcezPy0IgC/XokYDKe6HttMOjRa12UWl288dNW8nMLGDO4OwC/7Mjgi6W/Yq1xNDl3c+w44L9JT2dj296j/Pudn1iydjfuBn4trVbkwnH9+MvNU35zkp5K5+SUFMPcuXP5/vvvWbt2LQkJzYexffnll9TU1HD99df7PVdtbS1//etfWbRoETNmzACgf//+pKen89xzz/lUDA8//DDz5s3zPq+qqiIxsekf/7nC6IGtKztgtztJUhxMvHAwpooSPvt2PaIoIDfIc5BlhWsvO5+bJ/Sj0uEmNeJEdU9ZUThcbGN3QTVOt0yUxcDQhGCm94xkSEJwk1V3z66x9EiJ4evl21rl5HXKnoJ4Bq3Hoawo4HRLZBZZ0YgCqdHmVoWQ1l+LP2RFIft4MYdKbLy56Ri3jUxqVvkFmU2Maub+Cnj8H5EWPaVWFxecN4DbHljHe4taNhs1h6az9Tr1w7erdnLDw+/icDYtw+12yyxetZNl6/fywdM3cfGEAR0goUp70ibns6IozJ07l0WLFrFq1Sq6dPGdwfn2229z8cUXt1gZ0OVy4XK5mlQb1Gg0Ps0gAAaDgaCgoEaPc5le3WJbHlRH9vEidFoNc66fynN/u5Ye3eIAzwp5ynn9efmft3Dr1ZMRBIFoy4k6PVaHm5fWZfPm5hw2H6tge24VSw8U89TKDAbFN39/BUFAoxEZPzzNb1mLhrjrQlAdLon5i/cx5JHlXPSf9Ux/dh2jHl/JW6szEVphTCoqrfIbTQVgCfREAR0qqeHbPa0vDAcn2pKGBGgJNmn514ufk3Xs1MNN46OCT/nYM8m2vUd9KoWGOJxurn/oXbbt9b0zPVO89dZbnHfeeYSGhhIaGsqkSZOaBK8UFhZy4403EhcXR0BAANOmTePw4cNt+pzS0lKmTZtGXFwcBoOBxMRE5s6d28SU/eqrr9KrVy9MJhNpaWl88MEHjd7/+uuvGTp0KCEhIQQGBjJw4EA+/PDDJp+3f/9+Lv7/9s47PIpqb8DvzGxP7wkhhN57EQSkS1EU7B299mvvivVaUVGv1/IhKtgQRVTEgkhRuvTeAgECCem9bJ+Z749NNlmyu0kQlDLv8+wDO3PmzJlJcn7n/OrFFxMREUFISAj9+vXjyJHamuF33HEHbdq0wWw2ExcXx4QJE9i7N3Bq+MbSpB3D3XffzezZs5k/fz5hYWHk5uYCEBERgdls9rZLT09nxYoVLFiwwG8/HTt2ZMqUKVxyySWEh4czdOhQHn30UcxmM6mpqSxfvpzPP/+ct9566y882plFdEQIbVvEkX6kfobOY+nQPIqEKBM/7MpjnxTJoGsm8kSrSEa0jfXmzXfLCoUVTnJLbV5D88wNWRwttwO+GU0HtoxqcBUfFx3Ojn1ZdGqdhK4RAsItq1w/bR1bD5f43KuwwsmUH/ditbu58/z2+M3XXU1WXol3J+QPSRIZP6o3NXbsVRklTOgS36jCJzVqrRrS04/Qp0dbJoztT1mFld9XbWf1hj1B4x+OpcpxfEVw/m5en7moQaFQg8PpZurMRXz95m0NNz6JLFu2jGuuuYaBAwdiMpl47bXXGD16NLt27SI5ORlVVZk4cSJ6vZ758+cTHh7OW2+9xahRo9i9ezchIY2riSGKIhMmTOCll14iLi6O9PR07r77boqLi5k9ezYA06ZNY/LkyXz00Uf069eP9evXc9tttxEVFcVFF10EeBx2nnrqKTp27IjBYODnn3/mX//6F/Hx8YwZMwaAAwcOMHjwYG655Raef/55wsPD2bVrl0/Ecp8+fbjuuuto0aIFxcXF/Oc//2H06NEcOnQISWrcQs0fTUqJEUhV8Mknn3DTTTd5vz/55JPMmjWLjIwMv3+EgiD4XJObm8vkyZNZtGgRxcXFpKamcvvtt/Pggw82On3A2ZASY8OODIZMeiPg+e4dmvP0XRcz6txOCIKAoqrsyq1AVaGbn1xIqqqSU2an2ObGpBeZ9ucRv/3e3j+FDvGB3Y1reOz1OVw57hz6dmsVNBlfDaOn/E5msS3g+V2vjQs6idsdLoZcN4WDWYX1JmhJFAm1GHn4yZvJ8Mg6RAFeu6A9ohj8D8ZQp6SoqqocLLCRX+7ELcvoJAlZVpAkkf0Hs3n0pU8pr7AG7a+G4ed0YMH0exvVtjGcjJQYR/NL6XDBs00SeDqdyN5fXjilDNKyLBMVFcV7773HpEmT2LdvHx06dGDnzp106dIF8DjQJCYm8sorr/hkYW0q77zzDlOnTiUzMxPweFkOGjSIqVOnets8/PDDrFu3LqBNFqB3795ceOGFvPjiiwBcffXV6PV6vzuJQGzfvp0ePXqQnp5Omzb11aON/b1osirJ36euUAB45ZVXOHLkSMA/6mOvSUxM5JNPPuHo0aPYbDb27t3LQw899I+XOTzV6NetJb06+bej9OvWit9mPMyI/h29700UBDonhNG9WbhP5tAaBEGgWaSZA0VWtmWXB6541si1Q05hOaNveYuFK3YEXcnX0Cs1KuA5SRRIywnuaWYy6pk/7T56dPC8E50kVhcSgqT4CJ5/5iavUFAUhV0bdnL+v94Axb8vrAAYj6kzfSC3grwyR3X/HoFSE4PROjWBZx64ssHnrOHmywY1uu0/xe9r9zZJKIDH5vDH2r+uvjiRWK1WXC6X15W+xoOx7mQoiiJGozHoZN0Q2dnZfP/99wwdOtR7zOFw1Jt0zWYz69evx+WqH1ejqipLly4lLS3N64mpKAq//PIL7du3Z8yYMcTHx9O/f39++OGHgGOpqqrik08+oVWrVn/Z3qrVYzjNWPnFI3RrV6fYfPVk//5z16PXS/UieCVRCBq9qygq3ZuFseloeUCtflpBVSPqISv8tnInqqry26qdjfKiEoK0kRWVaUsaLrmYFBfJkk8fYdGMh3joX2O4+7pR/O/5m7j54RvZXiV67VR5R3JYv2g1m3dnMubW/2KUqtN5V7vQyopMVpmVI6U2b+6pwpIKDuRWBlygSJJEn+5tadUiwe/5ukSGmwk1GxodSf1PUV5pP77rqo7vupPF448/7uPV2LFjR1q0aMHkyZMpKSnB6XTy2muvkZWVRU5OTpP7v+aaa7BYLCQnJxMeHs7HH3/sPTdmzBg+/vhjNm3ahKqqbNy4kY8//hiXy0VhYaG3XVlZGaGhoRgMBi688ELeffddzj//fADy8/OprKzk1VdfZezYsSxatIhLLrmESy+9tF7xnv/7v/8jNDSU0NBQfv31VxYvXozBYOCvoAmG0wxJklj/zWSWzHiQ8y8YRMfenbn+xgtol5oQ0A4QbOcligJxIQYcbiWgm+jGzDKfRH3++v9l2TZvbqJvf9tIlc0Z1HkAYGdmWeBxCTS6vKRBEjivd2uev/tCnv33WKb9uIFNuw5TXlxG7uGjrJi3mLU/LkasFn3rd2RwMKsASQSnLPPVlmwmL9jHWysO8/qyDJ78dT9L9hfx3P/9SvgxpTqPRZYV+vVo2+AYy8ptXHLfBzww5ZtTWjgcb8qO8JBTJ9XHq6++ytdff828efO8K3e9Xs/333/Pvn37iI6OxmKx8McffzBuXHB1ZSD++9//snnzZubPn8+BAwd8PCSfeeYZxo0bx4ABA9Dr9UyYMIEbb7wRwOdeYWFhbN26lQ0bNvDyyy/z0EMPsWzZMgDv386ECRN48MEH6dmzJ0888QTjx4+vl0fuuuuuY8uWLSxfvpz27dtz5ZVXYrf/NUGtCYbTlAE929B32DkMvHAYg6rjEY4XewO5l+xuhS82H/XrAaSqKgcO53Pb0595j1VaHdzxzKfelBX+qLC7OFRQGfCeigrjeyUHPF9zb1B9VD8/Lt3G3k27+OXTeaye8xMjk0wse/8ODi5+jczlb/Les9fTOiWON2YuwuaSeWtFBuszy5DrDLPSKTNvZz6lxrB69/QzikYZ+Wq6/3DuSmb9tK4R/f4zjBjQ0auOayw6ncjwAR1P0oiaxhtvvMGrr77KokWL6N69u8+5Pn36sHXrVkpLS8nJyWHhwoUUFRXRunXrJt8nMTGRjh07cvHFFzN9+nSmTZvm3XmYzWZmzpyJ1WolIyODI0eO0LJlS8LCwny8NEVRpG3btvTs2ZOHH36Yyy+/nClTpgAQGxuLTqejc+fOPvft1KmTj1cSeJx/2rVrx5AhQ/j222/Zu3cv8+bNa/Iz1UUTDKcpKmDUiThsdtYuPf6JRlFVNmUFXrmDR/debncjCWo9HyGnw8lrH/7sU6LToNfRLCESt6wE3K3IskqYyX9CPkkUaJ8Yxqiu/iqD1WaJtbsUdmaWsyOrnOIqj+42t9DzLC2axfDHF49z0yWDvKUzjQYdV47rxx+fP0ZIiJFlB0rIq3AGrCkd264VDmfwXEuSJLE3vfGBa6Ig8PbnSxvd/u8mOT6SC4Z0a9I1Fw7pdkoYnl9//XVefPFFFi5cSN++fQO2i4iIIC4ujv3797Nx40YmTJjwl+5bs7qvm4kBPLuU5s2bI0kSX3/9NePHjw+6O1EUxduHwWCgX79+PtmrAfbt20dqauCgwhq777FjaSpaPYbTFVWlS2Io7785C1tJKa/cdQGWILWD/XkJyYqKzSWzJqMk4HUhBokRbaMZ0SbaWwe4ZhMgCGAMMfDW09dz780XcvhIDjqdxIAebYgMD66CiQwx8Pld53LfZxs5XGj12kIUFXq3jOK/N/T2U3dYpaTShVtRKbe5KLd5XCqdboW0nCpys7Lp3t4TcPnWE1cRExFSz3VWr5MQTAbunzSaaZvygkZLOF0ym/Zn079jit/sq25ZJievmC07DwZ91rooqsruAzlUVNm9MRanGo/dPJrfVu1qlMuqyajn0Zv/+TQfr732Gs8++yyzZ8+mZcuWXlf6Gt07wNy5c4mLi6NFixbs2LGD+++/n4kTJzJ6dOPHv2DBAvLy8ujXrx+hoaHs2rWLRx99lEGDBtGyZUvAM3mvX7+e/v37U1JSwltvvcXOnTv57LPaXfWUKVPo27cvbdq0weFwsGDBAr744gumTZvmbfPoo49y1VVXMWTIEIYPH87ChQv56aefvOqmgwcPMmfOHEaPHk1cXBxZWVm8+uqrmM1mLrjggr/0PjXBcJqiAoWHMik46gnaeuvTRTz974sCti+1uYiyGLy2AkkUKLa6+GRDJpVBMtY53TJVDplSu5v4UI9Bq0a+KKpKWk4VpVY3sZFhdG0d3yRPsvaJYfz62DDWphex7UgJkigyqH0snZP9B4KVWV1kFNZ3Da2p+haXlMgTr3xGp9ZJjDy3s58ePOh0ErFRYZTZjwYdnyAKrN6XQ5RBpEOb5oDqXfHJskKV1cFzb3xV77qIMDPdO6Sgqipb9xzxmzLjVPa469Mllc9f/ReTngge5GY06Phsyk2nRFqMadOm4XQ6ufzyy32OP/fcc976zTk5OTz00EPk5eWRlJTEpEmT6qXsuemmm8jIyPBOvsdiNpv56KOPePDBB3E4HKSkpHDppZfyxBNPeNvIssybb75JWloaer2e4cOHs2bNGq/gAI8H0V133UVWVhZms5mOHTsya9YsrrrqKm+bSy65hA8++IApU6Zw33330aFDB7777jsGDx4MeDysVq5cydtvv01JSQkJCQkMGTKENWvWEB8f/xfeplba87RmyJ3T2LhhN2r1ZP/MXRdz/6RRCIJnN1BT8nPx/iKWphfRMspM29gQRAEyim3sL6xqVLI6UfCok27r39wbDwGQWWQjq8Qz6ZkNEh2bNUYnf7yo7MosxykHHnHNruhwxlEmDuvSYI9PLtiLI0h/iqyQviON9QtXcOGIvlw0+hyS4qOotNpYtHwr8379k8LiCm/7ELOBF++/lGsv6o/R4AkktNqdfPLdKl54/0ecLjeiINCtfTJrv34i0G0bzcku7blp12GmzlzEL35yJV04pBuPnoG5koYOHcrw4cO9wuRMQyvteRaQl1/qFQqpHVuz3xjNi0sP0Cs5nDCjRFGFnZmzl9DpvHMQBIGMEhtHy+ykRpgIMejoGBvC4VIb1gaMzzU6+I/XH+X50W2INOtRVJWcsto04DanTKXdTYhROjmrYZWgQgFqV+Gd2jfOh7siOwddbDxigCI9oiRycOc+nE438xauZd7CtQH7Muh1fPfu3fTt2spH7WQxGbjz6mF0bJ3IlQ9MQ1FUHrhxZKPG90/Tp0sqX795G0fzS/lj7V7Kq+yEh5gYfoZmVy0rK+PAgQP88ssv//RQ/nE0wXAak9wyiYHdW5LYIpmyyFgAKhxuVhws9rbpPKS/9/9to8z0bRaBJHgme0GA3olhpBVZ2ZQTOI6hBllRWXO4lAs6xmF3KvVcWDMKqmiXGOq1DTRFQChKraFaEARkRfG630oCqNTugBrC5lL81k6oi8Pp5o9fVjH82ovQCfp6RkFFUcg7kkP2wcYZli8f25dzurf2X1daEhl5bmfGnteNDi3juWpsYMPoqUhyfCTXXzzgnx7GSSciIoKsrNMrA+7JQhMMpyGyonIg38rLd01EVVV+3FeA0EBlm5RwIwOaR3q/S3Xmrw4xFhRVZXNuRf0L66AC+wqsXNARvymMXLLK3uwKYsKMRIfo0UmeNNtGnSeCQBCq3eCEOgZs4Mdl21i5cT9VNgdL/9xD13bJtGweS2JMOLdePoiI8FAURLq3iEBWVPLK7N5oZL/jVCG31E7zGP8GcEVRmfHtCo5m5bHgs3kMv2wMEbFRHuGER292JO0QK+Y33nvoxokDURQVSQrghaUo/N+z15EQ3bicPBoa/ySaYDjNcLhkdh2txOH2zKzFdjcVjSh3lhhiDJi/SBAEOsaGNCgY6mLWi+glAdcx6h1FhYJyBwXlnom7S3KoH++iWgqKK3hoyhwKSyu9qRhqit5cPqYPJpPJk16jetySKBBp0QcVDAA5JTb0gkJCdKjH20nxuPHpdBJzFqznuXd+AKA4r4jv/m82iS2TiU2MQ5ZlstIPU1HStMJPLZJiAtaN9oxbJDJcEwoapweaYDiNKK5ysS+3yidC2e5uRA1MPPNqMNWOAIToRaoCFVqubtMhLqS6P4GkSCNHigJHWFoMImGm4MFfH3+7ioKSCp/cSiajnukvTOLiEb08MQvHjNuolxAIXuVNp5O4+8WvOJhxlGvHD6BZQiSFxRXMWbCB3Qey67XPzThKbkZwL6VgFJZWEB8TdlxRtCeTM8S3ROME0djfB00wnCbYnDJpOVUYJMHHCGvRNy61bkPtVCDWYqCqzP9EL+BZrQ9sGek91izSiNUhU1hZPwjMqBPpmBQaVBi5ZIUFq3ZXt6l9prcnX82FQz3FX/zq7EWBqBC9N6jtWBRFocrmYMW6Xbhcbl7+4OeAYzhRzFmwgRfumxi0TZANxQlHr6/2irJafVLia5zdWK0ed++a349AaILhNGHtnhyMlhAEQaTuJBpl0hNl0lFiD+xvLgmQFBo8qZYoBDbsioLn/O0DmhNhqv2VEQSBtgkW4sLc5JY7sDsVdJJAbJiBuDCD36hmgOJKF1kldqocMq8/ewtWm4OVa3fy9sc/kxAbzhXjzmkwCV+zKDMVdjcOl+yzSq9RR7323ne4XH9f/YPP5q3mubsvDliLQsDXrnOykSSJyMhI8vM9hYUsFsspHTuhcXJRVRWr1Up+fj6RkZENpnHRBMNpwMZdhxH0nj9sg07EcYx7ab9mESw+WBRQtXJNr2aE6yRvpPCxqKqK3a1wtMJXbx9p1mHWibSNMjL360UMn7obRVVo3TyOmS9Nomu7ZARBIDJET2RI8BVIDbmlDg4V+tZgsJiNjBneh7HDerJj+z5Uj6k6aD96nUiHZmHM+GE9Pbq2xmT0CL5tuw/x2Te/s2Pv31tVrKLKjtNhR68LqfdzEAG9VE8jdtJJTPSkFKkRDhoakZGR3t+LYGgBbqc4qqpy8b3TefKBqwFoHm0iq7i+uie/ysn67DJK6+wcoi16LuoUT/dm4dhdMvtyKuvtCmoS4y07XEL2MYLhpbFtmf/bBv79/Gy/Y7tybB8+m/Kv6nF6DM9ydR1nj+qpOjiuekJ0uBU2ZwQ36iZFGkmIMDVqdVtUWkmncU8hiAJREaHYbA7KKwMX/jlZiKLAuT1as2Tmg4DnPdS8Zs9u6+Tct7G/87Is+60DoHF2odfrG13VTdsxnOJ8MGcFiYmxKIqCKIo43QohRokqh6/ROT7EwIVtY7G6FSJCDUSYdDSPMHrVLCa9RIekULJL7JRaayeJAquTbbmV5Ftrg9VEATrFh1BeUs6/X/AvFAC+WbiJ3p1bcN/1I3EpvuVAVUBRPALCUL1aLih3BuqqdjwVThIiGhep+99PF3lTfecVlAZtazToGDO4K4lxEeQXlfPbyp3YHCdmslRVlcm3j/V+P5nC4HiQJOkvlXnUOPvQBMMpjCwrTJ35G2NH9ENRVEQRiipdtE8MIbfMQckxxteoEAPdY8xIYv1qbeDx5mkVH4JbVnDJKp9vzGJfkW/uIVHwGKqv7JHI5fdNq9fHsbz8wQLuunZkwAylKuCSwaADayPcat2yWu115d+1tsbl9t0vlvD+l797j5uMeiaO6s1Fw3sQGmJiT3o2n85bxd6DuVx30QBeevBSIsMs3sC58kobz783n5nfNa5617XjzyG3oIzf16V54jMEAbcsYzTo+b9nrmHkgE6N6kdD43RAEwynMDv2HyWnoJx9B7O9Rk1ZUdmfV0Xr+BCSo81U2d2oQIhRh17yCIRKu5tQU+AfrU4S0UkeQVEXSYC+zcO5sHM8ESYd6TmlwX1CgQqrgwYyVaDg2U0EMkYfS408ODbuQlVVyivtXH7f+2zcmeE9npIUzY/T7qNlcqx34h/Ysw13XD2M+Uu3MGFkL6+bXk00dXiomTefuJqwEBPvfrHUb62JGiaO7MmMFycBsGVPJvOWbKGiyk6n1klcNa4vEWGa14/GmYUmGE5hrHaP6uXPTWkUFpcTFRGKJInIssr+nEqMepG4cCNhJgmHy01BuUyp1YVRJ9I2MbTB/kvttTuOLgkh3HxOc0zVwWibsspRGlH7Vx/AC+dYFBViQvTkN6BOirToEQSBrGIboUaJiOrvABlHCxh981sUltQW+BFFgbn/u4vmCZ760TUTf40grREKgWwWD988hoUrd5B2KM/v+bp2FIBenVIC1t3W0DhTOLWicTR8aJ+agCR56hb/582vcMuypxAHnoW8zSlzuKCK37dkkp5nJb/cgdOtUGZzUWZ3BQxmUVSV/EoHZbZawXB++1ivUAA4UGQlNikuaF1mQRAIb8JqOcKiw2IILkgSIowoqkphhYNDBVa2HSlDJ6gYJWiZFFWvUP3IAZ3o0CoxoJtozTgDERZiZuWsx3j1oUto3zIei8lATGQIE4b34PCSV3yEgobG2YImGE5hYqNCuez8XljMBp6+4wJ6toomJtTgNWwa9RIlRcXEx9bWL1BUlYxSG9/vyPN+r4uiqqDCvB15dEsKx6gT0YkCbWN8J3hREOjUt6s3e6s/VFWlZ+fGpV0WqyOv2ySEYDHWTuJCnfOt40OwGHWg1uZSCjNK6CQBp1uhqEpm+pTbGXVeDwwGz2Z35Lmd/3K8gsVk5P4bRrJt3rMU/fkWWX+8xtdv3UZ8zJnj3aah0RQ0VdIpzmsPX8b5g7sxenAXJFEkNS6EVGr1752Tw8grc5BTakdRVdyKyvb8SiqdMp9syOLiLgnEhtQGtxVUOvlhZx77Cqsw6gT6pUSw6lAJpTY3UZbaWIQOcRZikxPoNfQctixf71H81y3dpqq06daeb17/F5JAUDuDUP1RVY99o31iKFUOmTKrZ1djNkhEhtQGxNXtqlmUkQP5Vq8KKjImisn3Xs79t17Em9N/aHJ9Yr/jO4U8iDQ0TgU0wXCKkxATzmWj+9RTh9RNUR0XbvRkHK10si67zFuRbVdeJbvyKmkRaSLMqKPM7iarOuWFKIBBEunT3CMY1mWWMbZDrLf/LomhxIXo6XleH6ISYti5Zgv5WZ5yiTEJMXQZ0JOcQ1ms2XaIkQM6ociB7dR60SM4auLyBEEg1KTzayBXVZUqhxsBaB1vprjK7WOX0FW7XZpNBp6+/yr+WL4hqBqpRp3mX52kInjyqWpoaNRBEwynOJ7EosGnLkkU2F5QydYc/9lRDxXbyCusIqegEresEmbRk5IUTvdm4YRUeyaV2nxdX0VB4PxkIx9tLCG1QytSO7RCURQUt4LeqGfnn1s5sCONl6c7GHVuJwySZ/KXFbxxy6KgohMFH6HQEIIgIKgqfVqGo6hwIN9/wJooisiKQovUZMoqbISFmPxmN1XVGuGg+jkvoBO1HYOGxrFoguEUp7Fh6c4AtgC7w8267TlU1Zn4i8tsZGSX0yXSxNjeyQCEGev/KixbtYMfPltKqy7taNW5LXqjgZK8QvZu3kVBlseGsXbbIfKKykmICUcngIBKbpmDvDInDreCJEDXlIgGcx/VJcxiAAEKKwJnbgWPB1K71snc9/Jspj8/CZ0qeb2kZFlBFAUWrd7J/83+nfefvZ6UpBjvtQKgE//exHYaGqcL2p/FKU5j5lNFVckurz+JqqrKxp25WI/ZDdSYCj5Yms6MFYcAOCcl4tjLqaiyo7jc7N24ky0L/qCbZOW9W4ay7rOHWDTzYa664BwkSaSyypNKQ1ZUdh2t5EiR3ZvPKcSka5JQyCss8/SlgtOtNkrNsys9hyHXv8oXP6yhuKwKm93Jzv1HuffFL7n+0Y9wOt0kxYRikDxqLYPk+WhCQUPDP9qO4RRHFAhae0BWVA4UVVFanSCvZg5WVFAcbsqrAscNCMAfO3K484IOxPnJvtq+ZQIut0yXts346YP7CQs1eXX8vTqn8sHzrbhibF+S4jxCJbPIXi9Vh66JuSGOZBeTUO1lZdBLDe6Y3LJMflEZlVV2Hn5tDg+/NgeAmMgQOrVO4qPnr+ey0b0x6HW1D62hoREUTTCcBugl8JdNQlFUbC4Zh93Nc6Pasr+wii3Z5ThllXCjxPo9+UHrJKtApdXFJV3i/J6/YkwfHn/ze2a/eQdhIbVCAfDWUx7evxN6yXOPvPL6VdWOzQQbCFVVycot8fEyirToyRIImG7DLcusWLuLyqra3dK5PVvxzVt3EBvVcICfhoaGfzTBcBogCmCUPAbcGrdQp1th+cFiYg06YkINzN+dx7bsCp8V9v7CqqCpHmpQAszdYSEm5r59Jy2axfhvgCfyWFbB6VL8TuBVDhm7S8aoExs0or/20QLeefpa73dJFEiJsXC40OpNIliDW5apqLTx0axF3mPjzuvC9+/8O+g9NDQ0GkbTsp4mCIJn52DSeYTEO6sOsjCtAEVR+HFvvo9QEID2cSEMaBNDQ3IhzKwjMUg200G92/mU3QyEzRU4QV5mkcezKFiG9y/mr2HoOR3qlcaMDjXQOj6EQ0dqU1a4ZZmV63Zz1+QPyCss9R4vKq1qcJwaGhoNo+0YTkMEAXIrXCSE6imwuTlUUuvS2TLKzHW9mxFtMWB3uVm4MYtymyugOmZYlwSvWigQjTEeZxQGroNQaXezP7eSlBgzZoPvr5zV5mDKhwto1TyWK8b283t9hEXP5Fc+Q6/XE2IxkV9Y6rfugsngCdDblVXG5owSBAQGtIuleYynTrWIJ1Hg8WSgLi6t5K3Zq9mw4yAul5uWzeO4+ZIBDO7RsumdaWic4miFek5D3vzjIJIk0jc5kj+PlHC41I4KJIYZeeC8lkiigFitttl4sJjbPl6HS1br2RpiIk18dsc5dEkMC3gvRfVv36hBVVVcssqurOAFeABCTTraJYZSVmFj5/4sjuaW4JJlLhrek/DQ4DmX7nlhFl8vWF8vV1JdHr/jQjZXhbIjqxzqVIEb3imeV67qQWSIAVX1xFboJc/Y12w9yMKVO3E43fTsmMKl5/fCZPStRrdwzV7+/Z9Z5BaUIgoCiqp6heXdk8by+v0XNvjsJ4Oz6Xde4+9FEwynGQv35rMjp4rDpXaeGNaaGRuyyK/2PLqhTzLdEsPqpbfOKKjis5UHWbA1m0q7jMWso2WzCNqnRPDmxR3r3cPhlvn6z0xmrT7M4cIqQow6xvdKZtJ5rUiJsdRrn1lkpbAieNZUs0GibUKI391JTXqPY/+ty879Rxl2w2soslK/dKYoEGoxknLeSIpt9c9LgkDH5HC+umeg10vq0JE87nx+Fht2ZHjrK7jcMpFhZmZPvZXh/TsAUFZRRa8rXiW/oAw5gDHm9cnXcu+VA4M+/8ngbPmd1/j70QTDcWJ3K2zJKiev0kmESUfflHC/QWInmid/3U+Z3Y1JJ3Lvual8tyOXQ6U2JFFgyrgOQdU+sqKy/EARv+wtAOCugSl0SfD13rE7ZSZNX8fGgyVArZusJAoYdSKf3NGf7i2ivJN3QbmDrGJftU6IUcJi1OFwyUiiQFSIgXCzzjvZ101TkVli5fPN2ehFgdRIE80jzQxsGeU9X4OqqvywZDO3PPWJT8omgIhQM9fccDHz95QHVJkBvHV9L8b1aIbbLXPedVNIO5RbzwYjCgJ6ncTq2Y/RpW0znv9wMa9Omx+wT1EU6NW1Nas+ezDwjU8SmmDQOFloNobjYOn+Ir7f6Vtg/dsdefRpFsZFneIw6SVCTVKj6hY3BVUFk06kHHDJCna3TJsoMwdLbZh0YqNsARaDRIRJx6Q+SXSMr+/S+c6i/Ww6VFJv1S0rKnaXzL2fbeLHh4cgK1BY4agXtwAeT6RW8SHoAlSSEwSBI9lFlFidzN5TgktREUSRvEon67PKSSuoYkKXBGLqJP8TBIGJI3vRuU0z/vvZYopKK9FJIsP7d+SqC/tz5XtrgwoFUYD5m44yrkczFq3exd6DuX7bKaqKrCj897MlfPziJDbtOoxUnX7Db3tFZfP2A9jsDswmY+ABaGicRmiCoRFU2t3klHpKaTpllTKrm+ZhRrIqfP32N2VXUFjl5LwW0bhlGbcKqgAxoXq6JoV6i8gcL0dLbDjcHlWJrMKGzDJaR5hIjTCRWW7H6VYwBMk2KggQZ9Hz0ph2+BuKwy0za/XhgBOsokJ+uYM5azPp19q/C2vNTsLlVtAFqb3w8GtzKDaE0n1wn3qeSHWT/43rGEf7OI8AE0SRDq2T+OD5SfX6KwkSyFcz9sLqn9f8pVuqCx75n+zdssLc3zbx8YuTcLtl1AbC7FTAZndrgkHjjEFzV22AwgonO7IqKax0IVeXp0wIMTCsZTR9ksJwuRWcLplKq5ODmaXsPFhMud2FTpIwSiImUcRqU1iyu4h9+cfvTumSVbIrnFTVcQvdkV/B8sMlVDllRAHWZ5YGDGYDUBWVe5/7lAemfOX3fFaRjQp78NoGOlEgq9j/c6iqiqqqhJp0WIy6gDsmtyzz0E2jad2tfT2hUJfMUjtL9xcFHU8NzaLMQYOaJVGgebTHPlJldQQ1YgM4XTK5haW0SokP6vIrCJCcGEN0ZEijxqmhcTqgCYYgOFwK+/Os3u86SSAhwkjbhFBaxVkY3CqadrEWDHqJELOe9i0imTSwJSHVLpmCUKtKCTPqOJxvZefRsuMaS3aZgxUHizHVMd5WORWOVjoptLlwK7BkfyEVDnc94VCj03/t4wX8uWEvH327mssfmF7vHjqpYVWUCj4qHt/7eLKeRph1QWMWdJLEub3aEhMdXC+uEjw+oi5XDmgR9LysqFxxjqckZ9vUhEZlVH3irR+49ZL+DdZ8uHi0fzdbDY3TFU0wHIOiqmzPqeDzTUf5fnued4KLsOjp0jycpEgT4WYdERY9KdFm7jg3leQIE4Ig0DbagkUv+S16LwgCIUYdS3YWUGJzsSe/ipWHSvluRx7fbc8lt6J+OokabE6ZokonPRPDMQSZvCscMu+syuDPPUd9VsQ5BWU8+MpXTP14offYL8t3sGPfUZ/rU6ItpEQHX3nLisrobgl0SgqpN5YaG4coCo3KCpsUEfxeogDxYY1Tz1zaL4XOzSP8Jh0UBBjVNYGB7WNRVZVrL+xfbxcQ2yyeYZeN5oYnbufGp+5k/M2XsSGzjNk//cnDt12EKAo+qsAawXJunw68cMeoRo1RQ+N0QfNKqsPRMjvvrcmkvFqdMrJlNElhRsx6kQ7NPL7+x6pHVFXF6pJ5ZekBhqVGEWPWB1Sh1LzqdomhnhKWgFtRyS23s2hfIT2bhXFe6yhve6dbIS2vigqrmzKHmwijjp0FlWzLqwz6HPM//AbRaaddajxVNic79mX5jV4edW4nfvq/u32OzV5zhKfm7vDbryQKdE+J4Lv7B3rdSstsbkqtHhtMDTFhBo+AaWBZvjGzjK+2Zgdtc9fAVNr4cZH1R6Xdxas/7ubHzUdxVecOsRgkrhvUknvHtEcnChzOLmLY9a9RVidArnXXdgyZOApUEKt3ZDUpOPZt2U1MVTFjhvfh61/WsWbjXmS3TGrzeC46vy/P3TaCEHPgyPGTieaVpHGy0IzP1ZTZ3by14jD2OknflGqdeVy4Z9UayMPGopfo2zwCgxQ8H1DNuZxSO1FhBpalF2MSBZLDjPRNDEeRVVanFxNj0VPllLE5Ve8KOKJakLQINzUoGKoqKrFX2Sgo9l+4p4Yj2fX199ecm8KRoiqm/37Qm4BPrE5k1yY+hOm39PWpHhdp0WPWSz6CoaTSSXKUGZH68Qh16ZUczpajZaQVVPndYQxoEUnr6OCBb3UJNel56coePDK+E7uzythz4Cjvf/QTO5Sj3LN2HQuWbaPS5muktoSFMGTCSI/ar852o8b20b5XZ5Z9v5jHWsfwr2n/xu1243IrmE3+1WkaGmcCTVIlTZkyhX79+hEWFkZ8fDwTJ04kLS3Nez4jI8OrVz/2M3fu3ID9Brpm6tSpx/9kTeS91b5CASC70jPZRVgC7wJq6BRloMzuDpq0rmbHUOWQmbXpKM1DjcSHGDhQYmPxwSIWpBey8nApGzLL+f1gCfPT8vkhrYAN2eWU2d0edZReoiFTgDmkcSvs0JD6ahpBEHjiok788shgrjm3BQPbxTC6WyLv3dibnx85jzg/qh2jXiTMJKFUu3QqKhwutPo8c83/636XRIF/nZPC+e1jsehrfxXDjTomdI7nsu6Jx+XyG2kxMLB9HHde2JPdPz7DS/deTIvESBDqu8+279XZ7/EaFEWhS//uvDz9VwB0Op0mFDTOeJqkSho7dixXX301/fr1w+128+STT7Jz5052795NSEgIsixTUFDgc82HH37I1KlTycnJITTUfyrk3Fxfn/Jff/2VW265hfT0dFq3bt2osf2VbfW0PzPZmVu7Ci+vdKBX4YqezYgKMdCjRUSjJqjf1+5FNVqIjgp8/xKbiyiznh/T8il3yugEAXedH0FN7YW6NRhq7jy4RSTNQo1sy6tkb5GvZ1DdoLFda7exbtGqBsf78Qs3cN1F/Rts1xgq7G52ZFagqKpXF28xSMRHGImsFqx5ReXERYX69URyKyp/phehqBBqkDDrJVLjLIQcZ9CggKcYT90fW15ROW9+sphP562hwuoR+qOuvoCUdi2D/nwVRWHNrO/ZNu+Z4xrLyUJTJWmcLJr0V7dw4UKf759++inx8fFs2rSJIUOGIEkSiYmJPm3mzZvHlVdeGVAoAPWumT9/PsOHD2+0UPgr5FU42JlbiSh4ahNs3ZuPqKi8enVPzAYdyVGNV2UM6deOtVsPIssyouirVlJVlSNldlZmltI9PhRrtbeNS1F82x3zb93/rzxSilknYquzs6mJG0jLKOZQVhlxURZS2rQiPGYnFSVlqAHcV2OjQk6YUFAUhQV/bCWvpIr2HdsQEe75WVudMjsOFfH53N9JP5jFl2/c7lcoqKqKW1YIrZNgz+FW2J9bSfukMCx+4iH01bWa/eVx8icUABJiwnn9kcvo370lkyZ/CioodYtUB3o+WWnQvVVD40ziL9kYyso8rpfR0dF+z2/atImtW7fy/vvvN7rPvLw8fvnlFz777LOg7RwOBw5HrV67vLzhJG7++GjVIQ5s2UV5YSkH860YohO4flQXzAYdBp1ITJih0eoMnSQxuE87XvlyJUPP6YxF75nQbC6ZvUVV7C7wrPK351ciCdA5NoQwo45Su4v0YiuyCqrbjUkn0CHWQscIA9v3HmFXhYIU7Qkosx2j7qoZW8dWMVRZXeQXWckvttJr3Pmk/7mOoweO1BtnYmw46+Y8cVzv61je/fJ3nvnfjzhctfEPXTu0YMg5HbGY9BQVlnL1+d0Zfu41SAGyuAqCQH5Zfa8sVYXcEhut66TtEPCkH68xBxil6mp11fJPEj1tAv3IKqrs3PGfL6vVWpCVfpjUjoEXIIqskLk/g+iIxqnnNDTOBI5bMCiKwgMPPMCgQYPo2rWr3zYzZsygU6dODBzY+ARjn332GWFhYVx66aVB202ZMoXnn3++SWM+loenLWL6zF+Q3TKCKKIqChzYxwaxmDFdLyc0xOzNUlqDvwRvdXG5ZRJDdMzbm0+IQUIAKp1y/RQTKuwurCIhxECUSecpwKOqCDodDmBHkYPdxU4mDezKpGgLz85ZizsycMEcRVVpkxJJXpFHt7/vaCXDLx+Hs7KSvIxM8nelkRAbzsM3jWL0oC5Nek+q6hlvzeQrCp701e/N/p3H3vi+XvudaUfYmXaE+64fwRtPXMnaI6V8vS2bS7slYaqOCaibLK+wwkFRpf/I5TKbG1VR0EkiolBd6rTO6xeqx9LYTNpzf9tEVR0D9MGd++k9vD8mi7nebkZVVQRRYOfarXRLjmzkHTQ0Tn+OWzDcfffd7Ny5k1Wr/OuybTYbs2fP5plnmqaXnTlzJtdddx0mU3AXwMmTJ/PQQw95v5eXl5OSktLo+7z7/Tr+78Mfvd/VOrlwVq/fzZvTf+DVxz3VxOwOF/sP54Gq0q1DA/dQwWLSo7pg66Y9pG3cidvtJiYxjr4jz8Vk8X2uvConeTXpHHxUT+BWVb7YlM0Tw1vTu1sr1h0pCyiUREEgMtyEThJwy57V8JGcctq3jOayAW2Y2PXKRr+butSm3Va9vv8y4AaW/rkv6LWf/boZsVNXKhwewZhWYGVAi0h6NAsnwqRDEuBosb3BaGtQ0R9HDQV/7DmYi14n4XJ7dFBul5vfZv3ImOsvxhxiQVVVRFH0GtJX/fg7BVl5HBYUCooriIsOnKJcQ+NM4bgEwz333MPPP//MihUraN68ud823377LVarlUmT6ue1CcTKlStJS0tjzpw5DbY1Go0YjceXm0ZVVd6asdDXwnvM+cUrtjHpsmHMmrubGXNXUl5lRxQF0he9SlSEJ/2Boqgg4LOrECWBzPxyZn30FU57rXqkKKeAfVt203NoP3oPPafRY3UrKhuzygGhUXXsPYLD81DllQ4EYGgr/6q+hlCrhULNyv5YmTT7v3cw9PpX2XlMoFzNOEZdfaEnJqT6wiqnzNL0Ipame9xkJ3SOp1tiGDpJwGyQCDXqUIFym4uiSifu6lgEfQOFhJpCiNlQLyq7JL+Yb9+dReuu7Ulpl4okSRTk5LNv826qyj1OCQcyC+g+8QUWTL+PXp0avwDR0DgdadJfnKqq3HPPPcybN4/ff/+dVq1aBWw7Y8YMLr74YuLi/BeaD3RNnz596NGjR1OG1WQOZhWSm13gVyjUIIoCT0z5gv99toTy6mLziqLy6bzVFJTb2Xu0nG1Hyth2uIy07ApvEjdFUZk553cfoVCXrcs3sH/rnkaPVQXSi6pIjTIHVpxTHWhnd+GqY4MQRZGJXeKJCjm+jaGsBledCcC8/7vf77nkNi2IiIkMOuYVh0oIN+toGRdCfLiREJOOUJOOpEgTXZLDCTXpiAnVNypVR2OZMKInbj+GZLfLzb4tu1n6za8s+upntixb7xUKNVRU2Zlw9/vYHa4TNh4NjVORJgmGu+++m1mzZjF79mzCwsLIzc0lNzcXm803H396ejorVqzg1ltv9dtPx44dmTdvns+x8vJy5s6dG/CaE4WqqqRlN5yvSFXhaG5xvbiEShdkFduxuWonF6tTJqPASnaJjRc//JXc/NKgfW/8fW2Tx90rOQK9ENR5hows3+ca1Tmeke0C2yWOxSUrHC2xs/VwORsPlVFhC67iEQSBmHAzt181tN65pJbJKHLwPEclNhfl1Wm76wqfmt1Jm/gQUqJ9VW9ut8yUj35l8PWvM/Da13jy7R+w2YNnVq1Lr04pjB7Y2W/qjIaQFZWCkkq+/W1T0y/W0DiNaJJgmDZtGmVlZQwbNoykpCTv51jVz8yZM2nevDmjR4/2209aWprXo6mGr7/+GlVVueaaa5r4CI1HVVU2HS5nbzlBs3rWtD2Wvj3aMv78wGqgvDIH63ZlNjgOW6UVp7Nxk5kAtIkJQRIgyV1eXbaz/jjziqo4nF3uvSY2zMhTF3ZoVLI48ORj2nakgtwyJzpJRK8TccpKgx5ZgiBw23Xn+x14owJkAjSqEQ56nce4UFRayV0vfElYv/t54f9+YdOuI2zZk8l/P1tC7KCH+WbhxsbcDYAvXvsXQ/u1b3T7Y3nsze8ZcsNUXp/xG/kNRJdraJyONFmV5O9z0003+bR75ZVXOHLkSMDJ1981t99+O1arlYiIiCY9QFPYdKQcp0uhQvHkxxGCLBv1Oon7bhjFTZcMIrrapjBxTH/cQVbBiqoycWRvQi0N2z6cNgcHd+5jx5otQdtJokC/5uGoikr/ltFMHtGKgS0jCTFIiAKUVzrZnpbP5t21hYMSIk3MuWcApiD1EOqiqiqHCmy0iLXQpXk4bRND6ZAURkGZreGLgcJSG0/ecYHPsbwjOUhS8PtHmHREmAOruQRBQFZgV3o2nS/6D5/M+9NvO0VRuXHyp2zd27BQBggPNbNg+n10bdesUXabYykpt7Jh52Ge/7+f6XrRf1i77eBx9KKhcepy1iTRc8sKf6QVE6KXWHKomEO5Jfw4Yy62SqtPEFjNSvWTKTczbkh3JFHELcv87/PF9OjZmbiY4ILLpBdpnxjKL8u38/pHC9iV7j9JnKSTkKs9Y7oN7EW/UQMRBGrLVla3OzdGol20ma9+Wcvk28YSf4xXTEGFg2/WZrIzqwyDTmR453jG9UjEqGu8G0+5zY0oikjHVFz7bmUal53XocHrl246SJ92ibQa+Rjgsc98+uotbJVDPO6mAa67qHM8w9o0pOpS6XzB0+QUNKz+G9irNUtnPtRguxp+XradKx78sNHt/SGKAmEhJvYteIHw0MYHQ54ItMhnjZPFWSMYtmWXY7V67ALrjpaxv9iKtaKKzcvXc2BbGnL1TmBQ77Y8ftsFnNe3vqph1a4cQkKC//GbDRIdm4Xhdsu43DIT7nqXDTsOBb3m03cepGeHJFZnlJBRYkNVVHIOHeHn73+nrMgzISYnRHL+uZ34v2evRRAEcsocLN5XyM78KlyyQnyogaGto+nfIsJv2u9glFpljPr6CQCzC8ooc0KnZP/CUFFUdmaVYpIdtGuZwEOvzCYuOozHb7sASacju9zOtDWHsbmU2vQe1cKvZ7NwruvdrF6cyLH9HzySR78rXmrUc+gkkYqN7zSqbQ1vf76Uyf+d13DDIAgCvPnYFfz76vq2lpOJJhg0ThZnjWD4aVc+sUZP8rPlGcVkVjhqy1A6Xdgqq3hkZHvaJ0cH1KtnFdsoKLcTzAScFGkiMdJjMHXLMoePFtH3shcCth9/4WC++M/V3u+FJRWMuHEq2fmlftMwPHjjSC6eMJyvt+fiVuoXnewYb+Hf57ZAd4xwUFWPOt+teP5fExgmAA45sOfR/e8t5sGrziU11qNOqwlMU1XIKrGyeN0+brmgF+CJQlbxTVNR4XDz5+ESthwtx+FWSAgzMjA1ii6JoUGFgqqqKIrKwKtfZl9GXsB2dREEAevmdxvVti5ph3IZfev/KCiuaJxdxM99xw/rxmsPXYrT5SY6KoISu0K5zY0ARFg8nlYhxhMUjFGNJhg0ThZnTdrtQyU2DFEiYQaJMmett42qqugNelq2TKBD8+BqjfhwI0UVjoA1kSVRICasNvOmTpJo0yKeQb3bsXrzfpolx5N9NN/nmpsvHYRb9kT2Avz300Vk55UGLD7/9udLKYpJQR8a4ncSS8u38ltaIRd2qnUTVlVwKfiMW1VVFLU2fXYgXrhxEPe9u4gu3dpzQc9mJEWZKapwsmxPHhUF+Vw1tJNP+2NlWZhRx+j2cYxuH9xtua5brMstI4kCd78wq9FCASA85PjqInRolcjKWY8y+ta3OZJTHLSUpz9UVWXp2r10vug/AFjMRi46vx+TrhiB2WSgoMJFQYWLtgkW4sK0zKwapz5nTQW3nHIHewqrEATBu1J1uWu9bnolNRzRatCJtEkI9auq0YkCbRNC6gVjKapKx9aJXDNxCP/3Yn1X3LbNorxCwe2W+fyHNQGFAngm8R2bdgdc2arA8oMlPuU93ccIheqePO2PSYV9LBFhFv7vwXFE2vJ558s/ePrDpXw0dwVqQRa3jOtJ80RPYSGRajVRwJ4CPA8gCiorNqRRXFpJQXEF3/62kRE3TmXOgvVN6uuGCQOaePdaWiRFs37OZN549HLMRn2Tr7fWSbNhtTmY8+MqrrvnTTZs2+99v+l5Vmz+sv5paJxinDU7BllR2V9sJcqkIz7EQKndjVkSODclkhYRJkyNzLkQatLRpXk4JVVOKu0eVUGoSUdUiMFb2rIuoiBQWWVnzq8b2Hcgq975SpsLRVURBYHyShuV1sAlPj0IVJYGTxhY5ZQptrqICzV48xwF7M2rGgqsTrKYDNxx5VBu96dCU1UqrXaWrEtjYM/WJMU0rNKQFZUyq4Nm1Sq3bWlHmXj3ew1eF4ywEBOv3D/hL/URHmrmrmuG0blNEhfe+V7Q2hqNobSsisdf+owObZJ54u7LSE2JJ6/MScu4v9dIraHRVM6aHUOEySMDt+dXcm5qFOFGicu7JpEaYUIUBOxON6s27Q/qjlqDJArEhhlJjbXQLMpITJjRr1AAcDjdLFqzG4BNOw6SEOtryP3+jx3eZXaIxehTVzgQRnPD7rA14wmk9qqLIHhqNPvbOaiqiiSAUSegO+YRbTYn78/fxJAXlzL516MMnbKScx6fz6q0gnr91O2vqNLJ4UI7VdXBbUUlwSvSNYROEjmw8CX0+hOzzjm3Z2tSkqIabthI0g4c5V8PvcOD/5nBup0ZJ6xfDY2TxVkjGBA8uYZuOSeFLklhDG0R5WOgXbB0E49PnYvd4cbtbvx23+4IHB2sKCoffrOckrLaojruY4LGZsxa6E2nYTTouWhEz4DpqT19KrTu2kBwlqwQHSQ+wB/b9hzB6ee5daKAvjolhU4Ckw70gsL4O/9Hr0e+591VOdjk2ucpcUvc9vF6vt9QP6ZAVVVkRSW/zJNiJK/csztq7CTsT/gmx4eT/ttLhIWeuLrLX/68niPZxSesvxq27TrETQ+9j7nXPXQe/x/WbQ/uraah8U9x1ggGRVVpHWOhdYyFwkoHESaPHrlmkl67OY3dB7IZffMbLFu/15MgrwEEQUAVRGZ+vxq5upiL01UrWD77YTXPvzff55ri0grefuFWr897SUk5Vz34gXe1/sgtYzwppv2ppUSBEQO70K518MCsfYdLvM/VWM/VHh1b8Ovy7ehF0ImeQjhGyVP7oK6GyWpz0v/qKWwrBsyhCILvr1CNaurZb7dTUumrFrM6ZfblVOKq1m1V2j3vqV1qAv27twrqZhsTGULxn2/xf89ey2Xn9+ba8eew7NOHSf/tFRIaob5qCh/NXRU0x9OJ4NDRQobd+CafzltzUu+joXE8nDXuqu+vPkKnhDD6t4hkf14lNofv6vjZqV+yan1tcrvE2Ag2//AcJkPges+qqrIrs4y5C9aSfjCbts2jaZ4YRWFJJXMXbuBQVqHf636f6/HL37rrIBu3pWM06rn/uuE0jw9HEkX+3HqAW5/6hOz8UiRRrNZ1q1w2pi93TBqPXRVYcqiIijqGzJqcqgWFVaQfLmbzS7XpSJwyuGUVURSC2hIACotKaZ4Q6fec1eak/QXPUFRmJX7gCER9YA8bVVW58bzWXDMwFUEQsDnleobXMJNE1+Yeo/+mXYcZefN/cbtlH8N5zVC/eO1mLju/d8D7nUiShjxKaUXjor5PBJUb/9dglLg/NHdVjZPFWWN8HpAaic1dk8ZZ4Ng/+/OH9PIRDLmFZdzy5Cd8+cbt9SbTmu+yrNC1RSRtbhrBNws38M7nSziYGVi/XkNeQSkJcZH07NKanl081cPenfU7L9wzHqNBx7k927D9xxdYunYPew5kYzYZGD2oC07RSJVDJgQY3y6Ow2U2MsrsON0KdoebjXvzOZxfyeX9fFOh60XYkVFEx5SYoKtyl1vmaF5ZQMFwyzOfU1Rahag3BBUK1S+JzGIrJVWBM5FGhdR6//TpksqSmQ/y2NTv+LNOion2qQm8/MBELhzaLfj9TiDRkSF/q2B4+PVveXvyVX/b/TQ0GuKsUSV1Swzz6PeB2ND6k9p5/TsTdkxKg19X7OC6Rz6kyuasZ5hVVRVdddoJs8nAteMHsHzW4/Ts1KLBsVx3z5vsSjviVVct25bBjDm/c+Htb5N2MBcASRIZPagL994wiqvGn0u5rPcaa8FjAG8VacZRZuOb39P5ZtkBDuVWIAA3DWnpc7/cCgdf7ypoVES02Rx4wv9l+XbPsyuNs8GYg3h6SSLEh/veq2+XVH7/9CF2/PAsv0y7h3VfP8GW75/+W4UCwPXj+wd0JjgZLFrd+DTsGhp/B2eNYFBUCBU9BYHDzHq/rojvvHg7ep3vJurXFTt45YOfEQTBazvw5FPynTj0OgmTUc8nU25uMCOpoqg8+uIn7C+oZGF6AX9s96yQt+45wkX/fper313F5K+3cs+nGxn0n8V8v+Goj3qlhmV78vlyTQYOl4wogF4n8v5NvenYzFetMGdbLnZFxdlAQXsBSG3mv6iP1eb01npQZRlHcQGqGiTeQhS5/JxkvzYOnSjQqVlowAI8bVPjGTGgI907NG90ve0TyW1XnEdcVFhQJ4C6tEqO4af37/Jmgm0qjXBE09D4WzkrfiVVFWwujzeQW1YQBYG4cF+XT4dboUVyLN/NeIKLzu9HeKgFo0FH/x6teeWhywC8O4RA6CSJlsmxDO3XcOI5u8PF5ws3kFfpQKkzYY8d3JH3buxNQqQJnUXPwB7NKFNkdHqIDdUTZdGREGGgXYKZVnFmRndNZFTXBB69sCNrnhvB6G6JPvcprHKyv9CKogpszCzzK2BqkCSRsACZYXV6kf/cO4H/PXUNN1x8LpWHDwCCfxdXRaFLkoVhneLo3TKc1BgTUSF6okP0tIoz07tlOGGmU1eLGRsVytKZD9K1bTOgYTv0yw9MZNTAzvzfs8eXMn7CyJ7HdZ2GxsnirDA+KyqUWt3oJdFbDczuUvhtTz5xZj2bcisIN+roFl+bv2fx8q1889Mq7rl2GNddfG6jV4NuWeaF937k3VlLg7bTR0RjiYvHFGLGVVJM8ZHDAOStmMqKzEp+TSsE1ZMLSQAQBNrEmPn3uSlBVTR1yThayMKtmexwelw5I006HhjSCote8qtWUmQ3FmPthG21OVmwcgf9e7QjNjrMZ/XucLq47sXv2Fll8Sx5q3+NBFGkbbSBbx8eRoSl6RHEpxKqqrJ+RwZ/bj3I2m0HWbRmNza7y+t5FR1h4c3Hr+Dqcf0AcLlkzrlqCvsO5zXKqw08u8+KDW9rxmeNU4pTd9l2AqmZznSSQLnNTXaJDbtLId6i5/s9+ahAmygzRVYnJZV2nn5uOoVFnujiPl1bNklFUBMsFwjJZCaya2/0oeGo1akvDFGJxCa0oKWcz45Cu0cogDf2oob0giqmrznMA0NbBx1DbmE5/37+S35bvYvYZglcdMvlAJTa3by7KoPLuyfSPi7U297mkimxOmgVbQHA6XRz6f0f8Pu6vSz55JF6QgHAoNcx94WruOHxGfyeVoTOEgqKwvcvXs6gTon/iAroRCMIAv27t6J/91bASKpsDn5duYuC4gqaJ0QxZnBnDHWC6vR6iV8+uIfLH5jOlj2ZSKIQdIcGMPft249LKGhonEzODsEgeIy1ZVYXhwqsOGWZcodMWZWTbglhpJdYOVBq50CpnXnTv6akqDblhMPp9vFKqtlgBZz4BIHFq3f5PyXpiO7ZH9HgUdcIdZTLktnCYVcyc7ccRaV+Cuya9vuLHWSX2WgW4T+tQlmFjVE3/5eM7CJUFQqz86kqq8QSHoIgCBRZXUxfm0mMRU9CmBGXrJBZaufFMW0RBE8AXfdLXuRwdhF9uqTSq3Oq/7FUr5rfePRyOl3wNDpJYPGMBxnQOcn/ezkDCDEbuXx0cJfZZvGRrP7yMVZtSufXVbtwutz0aJ/Mso37+G7RFpxON6Io0KtzC7549V+0TI79m0avodF4zgrBkJVXQmRkBEcKrTjcMkadRJRJJNrsUXV0iw9lY045G/bnUJJX5HPtwhU76NWpBZIkkF5Yxd78SsZ3TvB7H1lW+PH3rWQcLSQ0xERlld3nvDkxGdFoQpXdyHYbol7vdfsURJHwyBBcghQ0eE1RFOZvyODfozr5PT/j+9Ucyir0GtdVVWXTH2sZMnGUT7siq4siq8eVdGyHGCzV1d7emfU7h7M97+Dx23yrsh2LIAgkxEbQPCGKgpIKUhJPXBqJ0xlBEDivbzvO69vOe+yGCecy48Ub/8FRaWg0nrPC+FxWYaOw3E6lw+31hPHUTvZ8BEGgX7MIrPv2+1x3wdDuDB/QCUEUcCsKOeUOtudU8Pt+j6pHVlSU6jQPACs27uO+l2YxYWQvtv/4PDFRoT796SOjKd29jfxVSyhcv4L81Usp3r4BV4WnGI/QGHOPCrurXVr98em8NfU8rtK3p7F24Upkt2f3oyoet11BgJFto31SdL8/e5n3/yGhFr5Ze4RXf9zNO7+lkZZdP3mfIAi0TonD4XRz3WMzGx6/hobGKc9ZsWNITohkXXoJ4WEhAduoqooge2wDgiB4vG8mDMQty14BMrBlFP1TI/l4XSYbsso4JyWSaIseq0tmc1YZtqwi0n57FYvJswvY+dOL3DP1O35evBGnzUHZnu1wTAyAs7iQouIiUs8dRP+OqbhdbnRBksGJkoirInDSudxC/5lXd6/fTvq2vbTq2o62bZK58/JB9G0eTqTZ10BcWOrJ62SKT+LOr/bgllUkSUBVYdqSdIZ3jmfqtb0IqTZSq6rKgSOeGhPrtx/CbndiMmk1BzQ0TmfOih1DZJiFw0XWoIZAQRDo28Oz9b/+4gHcMGEg4HFBrUESBXSiwL/6NafU5uLnPfl8vuko327PJaPERrN2Lb1CAcBo0PHOo5cz6dFbSWyRVE8o1N5b5ekL2/LOv/pzdN9BlAD1GBRFoaq8ki5JoX7PAyTGBvZOcTqcpG/Zg1iQz+BWMZj1elyybwZWs1GPISqGiE49cLk9JTndcu2uaPmefB6dvQXwCIWsvBKO5pd6vgMHj/qq4jQ0NE4/zgrBAKCIEnULYVptdr79eTWfzlnK5h0HOJCRw1vTPQnv7rp2RMBiOaIgYNKJ9D6mDrKigt3te01NUaDK0nJyDmcHHd8Dr3yFzeGif6KZsqLSesJBkRUUWWb1D0u4fnx/wOMhKivgdIOj+nPjxIFBPYJkReHai6qvx1OrwSl7ivkATBjRg9DUtjUPUO96RYU/duezN9uj/nrwla98zkdHBN6VaWhonB6cFaokgKIqF5IgoCgKz73xFas3+E9DYDEZ6Ng6uGeNokLLaDNrj5R6j4kCxIf5Bocpikqlw01HU2D3VfBM8FVWB/MWb+bea4ZzxYMfkGEJp0PvLljCQnC73BzatZ+df27hnUcuISrcglo9oR+7B7ph4iA+mbeGjKOF9WpGi6LAeX3acf7ALvXG4FY8br2P3DqOhW/8GXS8kijw86YsXlq+mqV/1r7HmMiQoDsWDQ2N04OzRjCEh+iwOWUef3Emu9KOBGzX2KpdcSEG/tU3mZbRFiwGCVWtf60oCmw5XEyMIXgqCvCk1Eg7lIvJqGfuf+9k+pxlfDT7B3IKy0FRGXdeF759/SYG9mwDgMuPUABPFbJfP3qQ+1+ezcKVO7z1i/U6iWvG9+fVhy8PkOpBxe5SMJgarmsgywrvfPkHFQf2+hx/+s4LG7xWQ0Pj1OesEQz/GtSCS19eGFQogCdVxcYdh+jZOdVbi/lYJFEgNcrsq7IRoMbRVFZUJFEgs8jKzfe+xZ1Xndfg+BRVJbQ6HYXJqOf+Sedz3w2jsNqdhBl1GAy1tg5VhWCiJi46jNlv3sGBzAJ27stCJ4kM6NmG6IiQIGomAacMg55diKQ3BM0DoQJuW5XPsQdvHMmdVw1p8Dk1NDROfc4aG0OoUU/mnt2NavvOF0sDCoUGA9zwqJUO51cy6LLnqKy0cSS7mBZJ/pPT1SDLChcN7+lzTBAEQsxG9MekwGhktgVaNovht8MuFu8p5FAj0oGLAkgGY8AynzXoJYFucQZ6dGzOtRf249DiV3jlgUsaNygNDY1TnrNmxwBglAPXBqjLT39s5ZXpP/PkHeNxuWX0OglF8RS6aWyqh8NHsqmo8uT0P5JdxBuPX8WVD0zz21YUBcYO7krn6qRtdRFQeWn6Aj78ZgUlZVYkSWTyHRfywI2j/fTkiySJ5Fc42Z5eQqy6k16dU5Ek/+N3ywqbDnnKWdZENaOqPjsHUfAcmnptTyb20dRGGhpnKmfNjgEgLiqwm+exTP14IUOvf5Uvf1rL1j1HKKuwNikxWoeWtdHRN10ykAvO68J7z1yHQe9ROElibfnO8wd1YfqLN/npSeXCO/7HK9N/pbCkCllRcbpkvvxpbaOfQ1E8k/vn89fgcssBXWF1ksjnKzN8nkEFjLraX5FeLaP49I5zmNgnudH319DQOP04q3YMT9w6hvF3pTe6/fa0LK875vbFU4lqQvGW2KgwHrt1HJ//sJobLuqPKMKkCQPo0a0d3yzcSGZ2ISFmI0PP7cqgni0JOaZAjgBMfvNbVm+uP970w/lU2RyEmP2nyK7B5nRzsKCSGIPC3uIKbnpiBp+/fiuiUltkqGZHNG3JfpbvzfcdgyBwZSczt158DhajRGwdr6vD2UXkFVXQsVWCt361hobGmcFZJRhGntuJ5smxZB31X4s5EGOuHU9hlZNm4aZGVUEDjxrnsVvH8fDNoxEEz6o7s8iGS9BxybgBPm3zyhzklzno1CyUUJPOo71RFT6au7Jev80TovjstVsJMRuD2jtUVeXzlRk4XApv3DCAq1eu4LdVOxl0zSvcdsVQxg3phkEvsTk9nzlbi1h3wH9gWkyYiRaxFu/3D+as4IX/+5mScqv3WLf2ycx+/WbapvrPIaWhoXF6cVbUY6jLwl25PPbsTPYfDB5wJooCE0f1ZsDQvmSpBpqFm7nj3IbLdvpDqs5auvmw/3QV4JnI7S6Z0io7I7skcCQrn3OumuLTJtRiZNXsyTRPjK7ncnpsXeqVe/O5c+YG7h3TnjtHtuP2pz9h7m+bfPtr2ZaQ1LYBBYvidJD21sWYTZ60Gc+++yNTZy7yO36dJLLhm8kNxoBonDi0egwaJ4uzascAYFMEpr5wO2XFZUydtQTF4SSlWSIDBnTjz01prFq9mZUz76dVUpRPqm2nrLA3v4IOcaFNrjUgq1Bc6QzaRhAEzAYdj3+9lye/2cF1A+rr8a8ZP4AWzWL83t8lq7hkmYz8Sj76Ix2nrPLxbf05t50nrfOMl2/igUkjSTuUi06SmDT5EyRLWNDxVB054BUKhSWVAYUCeIzX1zzyMVu+fyboc2poaJz6nFU7BllReXHJQdpGmmkVZabY5mLpoWLW7sghv8iKqshsemUcFqO+3gocPALiz8Ml9EqO8FZRa4z7KsDK/YWE6KQG202es5XDhZ4YgV4xAr9+t8B7buN3z9KmRXzwFxEAUYA6oRCYe92DIElEdu2NMSrWUzRI8LgdCaJI5ZGDVB5Mw7blPQDufnE2M79f0+B9Di1+RYt+/pvQdgwaJ4uzyiupxOaioMrJvmIroiAQazFwcfs4xnaJoergHiYPi8di9KyQAxWn6ZEUzn8W7efdVRl8+OcRckvt9dr5I63Q2mAbWVEpqnB4v+8qE2jXutaFNTnh+OsdHPs0yfGRqLJMybYNFG9dhy33KI7CPKxHMyhYv4LKg2l0aZOEoijY7U527g+ueqth8+7gAYQaGhqnPmeVYHDLntV9kc3F5hyPvr+0pIKP3/2KyqzDXFNduzcYFoOEQRLILXfQOsKIUe+/2loNiqqSUWzlQHFVUMO1rChsOFhEpaM2r5LTrTDi/EGARygZDcev+bvv5dk0G/oYycMe59L7pvHErbVxEM7SYsr37aR01xYqDqQhWz07lkqbg+H/+i8ffvcnt1wxhCduv4CUBgL1YpvgEqyhoXFqclbZGGIsekTBow+fM38lr+7cR3lJGc7qGs2Bop3rIggCw1tFYxZEOjcPI9wcvOC9KAgs3l9IYriJlBgLh/3sHGRFodLuZvaaDJ/jkiDQvm1zXnlgIu/PXuZXvdUQqqoyZ8F6Pp1Xqwb6deUufl25i3N7tubPrQfrXaMLDScmpQX/e+RChnZPweWWPTsOAR69ZSxTPlzAGzMW1rvObNRzTreWTRqfhobGqcdZJRj0OpGKolK+mz4Ht8sjDJrFR3LjJYPo3701KvVVLv5IDDFiNkqEm/UBJ2pVVVFU+H5HLnvzq2gVbSY61IAkCuSU2rA5PYFmsqKy/kARX/15mMI6aiQAWVVJjrYwYdQoHrxxFHZ3fe+jY+9Z95wsK7w7awkvTfvZe0wUBW+g3p9bD/L25CuZ8e1q0jJyQRBJ7NkHpyWK/17fi8Fdk6rfm29KjqfuHE9Ofmm9QLuUpCgqquyEhTSciE9DQ+PU5awRDLKiklNi5YfP5nuFwsRRvfjwhZsQRQFJEnG4ZIzVRmVFVbE6ZBRVxaSXMNSJAG6dEEJpVXAvo6xSOx+vz6TS6SnOk1vhQFVVIix6Iix6HC6Zp77Zxsq9BZTb/aflDjfrOL9LrbFZL4JLCSwUZEVlf24FreMthBp1jLxxKpt3ZyJJIrdcfh63XTmUDq0ScbrcLFi+g3e/WMK8JVtY/81kAB6ZvZXvNxwlNdbC2B7103PU5b9PXkNJeRUrNuzDoNdRUm5l/+ECrn10BsP6d0KvEzmSU8z4IV0Ydk6HoH1paGicWpzxgsEtK3y87BCfrDhEfrmDqD7n4bZZSZUq+Oilm5Dq5D8Sq+s1FFQ4yStz+FR8CzfrSImxYNCJGHUiiZFmSqucRFj87xokSfAKBQCbS6GgyklciMFjL9BL3DKsDUt35SEKvonxBDwZTJ+Z2BWzoW4FuerMporv7qDS4cbhVsgvtRNp0RFukhAE2LrXk1l11hu3c/6gLtTk4DbodVw4rDvjh/fg5skzeep/P3D3pDF8v/EoKjCsc4I3Q2wg9DqJWVNv946hoLgC8GR2dbncqNX3KSqt5D/v/8xzd13YZDWYhobGP8MZLRhkReXez7fw2/Zcn9oFksnMXVcNqJcUT68TOVxQRXGVC0kUkETBKxzKbW52ZXkM1kadSGyYgdgwI1UON6Gm+naGZuEmUiNNHCm1e+/9zdYc7h6U6m3TKTmC2XcP5OX5u9h0qMR7PDU2hIcv7Eif1pGsyvAcbx9rISHMiE70uJ7aXCo7cyr4Pb2QrDKPCsqsFxnSKopmUSaMOk+d5luuHML5A7sgCoJPQjxPYkCFD1+8kU4XPMVhm95b4MGkk6rdcJuSAqTW6KyvU7M6MszCvZPO55PvV3PzZYMb3Z+GhsY/xxktGH7dlsPC7bn1jguCwPldEz2TZR0cLhlJFOicHOZVKTndMgXlDvLLa1VHDrfC0RI7JVUu4sIDF76/tncyb684hL26dvKhEhvf78jlkm6JCNXj6JQcway7BpJZZOVoiZVIi4EOSWEIgsB/Fu2jwlG76+gUH8KNfZsRZtSx+WgZX2/N9Zm6bS6FRfuK2FtQxQODU4mPDuPOq4dBAOuJKIoY9PD6I1dQYojkz9/2oaqQllPeaEO8v//XRZJEjHodVQ4Zt1v25mjS0NA4dWmSu+qUKVPo168fYWFhxMfHM3HiRNLS0rznMzIyEATB72fu3LlB+96zZw8XX3wxERERhISE0K9fP44c+Ws+8V+sOkwgbYhJX3+C8hh7zT72BINOIjnaQpfm4Rj1vq/L6pQptQZO5R0bYuDa7kmc1zoKU3Wf27IrWHWoBPcxmVpTYiwMaBtLx2bh3knWcswY0wqqeGfVEQqqnHyzzSPwjo1OVIEjJXZ+P1DMI/8aRcvkWEQx8I9ZVeHysX3p0CzCq85amVZAXpndR5Xme03TYiJ1OomJo3qzeffhJl2noaHxz9AkwbB8+XLuvvtu1q5dy+LFi3G5XIwePZqqKo/fe0pKCjk5OT6f559/ntDQUMaNGxew3wMHDjB48GA6duzIsmXL2L59O8888wymRpSZDEZ6XmXAojYOl1zvmMWg8wqyYzHoRNonhvoIDYByqzvoBNomPoQJXRJ5eVwHpo7vyGsXtqdfs1B0DSTjkxWVsmOM0ooK2eUOftiZT7C5WQWWHyjmrmuGNziJ19ReGNwhjqRIE4LguffDX27GLSu4j6kbraoq8nEEy1vMBrbsPdrk6zQ0NP5+/lJKjIKCAuLj41m+fDlDhvgv69irVy969+7NjBkzAvZz9dVXo9fr+eKLL453KH7TAwx96Q+OFPmPOJ573yC6NI+gwuamoMJBYoQJizF4ygpVVSmqdJJZZPM53iEpFItRV6+tCvXUVSIyXS59lS1zJwdU17hlhR25FczaXD/aWABCjBJVDtlvzee6vDm+PYIg4ZaVAHWefdl8qJh/fbgOt6ygqNAuIZTbRrRlbI8k9JKIy61QXOUkNszY6Cyz4HGb3ZaWSWlZORec163R12kER0uJoXGy+EuRz2VlZQBER/uPht20aRNbt27llltuCdiHoij88ssvtG/fnjFjxhAfH0///v354Ycf/srQABjfKymgKunTFYfIKrZxIL+Kcpu7wQhm8Kyuo0Pq2xTqXlc3d9KxQgHg3e/Wk5WZwxNveFRrxxb/cbtlKqrs/LInv9614NkNyLIarCSz5/6AXhLRiR49vz/573b77pp6t4rmm3sHMrhDHKIA+/Mqefbb7Tzx1VZW7i1g19FyLEZdk4QCeO7/8dwVjOrfqUnXaWho/DMct/FZURQeeOABBg0aRNeuXf22mTFjBp06dWLgwIEB+8nPz6eyspJXX32Vl156iddee42FCxdy6aWX8scffzB06FC/1zkcDhyO2oCw8vL6Ka0nDW7JrNWHqXLI9dQ9NqdMYUWtQbmxdZTFY7yVAHJLbSRGmjDpg+84JAF+XL4TBIEZ366krMLGU/8eT8tkTwZURVH5fe0ennjzW3pdMo7IqPqrQEGAKJNIdqX/SmwAqqIQLcneCVwFnG5PnIMoeO6j00kcySkmMtxMdEStR1GHZhF8cHM/CsodZBbZEEUBnQihJolmURavUT5QoF3d46qqoqoqi1bvorC4HMNfSOmhoaHx93Hcf6l33303O3fuZNWqVX7P22w2Zs+ezTPPBE/DXFNqcsKECTz44IMA9OzZkzVr1vDBBx8EFAxTpkzh+eefD9p3QoSJ2XcN4NaPN5JbZvfq9d2KyoW9fNNal1Y5iQs3NrhrUBS1npCJCzNgMegaVO3oRI9apYZvf9vId4s20aVdM8JDTGQcLSI7vxSAHrL/iV9RVL7/6FvaDDmXmMQ4RD91GVQVPvt4PtPf+IylMx+iW/tkJL3Ib6t3U2FzYne4WLB8O78s287DN4/hkZvH+qiaBEEgPsJEbJgRp8tNx3FPUml1MLx/R5ITonC63Nx1zXC6tm+Oy+UGPAGCLrebvMJyWjSLASCnoIzpXy9j/pJNbP/huQbejoaGxqnCcQmGe+65h59//pkVK1bQvHlzv22+/fZbrFYrkyZNCtpXbGwsOp2Ozp07+xzv1KlTQKEDMHnyZB566CHv9/LyclJSUuq169I8gpXPDGfJrjw2HSpBFAQGto/FoPONPSio8OjOg8mFGhtDXUw6gVCzAb3oWc3LqicArS4ioJc85/t3b8Wm9Tt8+jQZ9Fx38UC6tE2iosrBj8t2IMZH4DqmHwGw7d3D7v1HOZD1M6OuvoCElCQU2WNvEEURVZZJkSt56Y4xHMws5LL7p7Pmy8eIjQ5l7ODOOJ1uPpiznJKyKqLCLcz4diXnD+xCj44pPsLB7ZYRRYF7X/ySsgqPTWXJmt0ADO7dhrc/XUhRmZ2x53XFaNSzc18W3/y6gYoqO7FRoegkidIKK3dfM5SdPz6HTqftFjQ0TheaZHxWVZV7772XefPmsWzZMtq1axew7bBhw4iNjeXbb79tsN+BAwfSpk0bH+PzJZdcgtlsZvbs2Y0aW1MMcYqisu5gWb3jIUaJtgmhiH506DUpJ/ZmV+CSa+wI0C4xlBCjDknwTP6etrWqKdE3royySgfJIycjOz0C5oX7L+He60d6ay8rioIgCNjdCu+uyiCvWhDpJYFBLSKY/9VC5i/d4vUWSkhJIqVDS8xmI5cP6cpVg9sjUmODEBAFeO2jBTxzx1h0Oh1ut5s+V7zCvoxaG4bFZOCe60dyyxXnER8djqKoLFu3lzc//Y01fmpOb/nuKTq2TmLN1oNcfNd7VNl8haVeJzLtueu5bvw5QX8OGn8NzfiscbJokmC46667mD17NvPnz6dDh9r8NxEREZjNtQXh09PTad++PQsWLGDs2LH1+unYsSNTpkzhkksuAWDevHlcddVVvP/++wwfPpyFCxfywAMPsGzZMgYPbly0bFP/SLZnVlDlqO+yKgjQMtZCuEXvYzyutLs4UmjDUb0dCDPpaBZl8vFGMtVZFKflVPDVn0fYm11OiFHH2O6JjO/VDLNBYsYvW7j32U+55sJ+vP/s9QHHqKoqR0qtCECLSBO/LNvOnF838vOybfXcVWe/eQfnD+qMTvIfQPbdbxu47sJ+XHjnu/y+Ls1vG0EQiAy34HC4sNr954L699VDeOvxK32OffnTOn5ctg1RELn6gr5MGNEz4DNpnDg0waBxsmiSYAikf//kk0+46aabvN+ffPJJZs2aRUZGht/gKkEQ6l0zc+ZMpkyZQlZWFh06dOD5559nwoQJjX6Qpv6RFFY42Z8XuHiOKECoSYcoCAhA8xgzqgouWUEvieh19Z+rRjC8t3g/by7Y5zVSVxdGIznKzOy7BtAi1sLybUdIigmjeXxE0AA0vejJkQQwc94aduzL5uO5K3ziCzq0SmTtN08H7ENRVA5lFZASH0bieY82aAvxR3x0GE/feSG3XaGltThV0ASDxsnirCntqSgK+zLyUFTo2CoBQRDILLZztMThpzdf2id51EUNYZRgwbYc7vlss9/zkiiQEm1myeRhiIKAnw1L/WvqqKi++GkdHdskM+S6V33aPHDj+Tz17/EBdws1XP/IdH5ZviNoG388++8LmHz7BU2+TuPkogkGjZPFGW8RVBSFO/7zJXN+3Yir2m9fJ4lMGNGDT1+5kSiLnoMFVqxO/15ASZGmRgkFAJcMHyxNr5cttQZZUckotLJ8Tz7DOyc0+VnGDe6CoNNz82WDmfldrWHeZNSjKio0kIYo42hRk+4XExnCC/dezM2XDgrYZs3WA0ydsYhVm/ajAgN7teHe64Zz/sDOAa/R0NA4tTmjBYOiKPS/+tV69YrdssJ3i7ewZW8mO354lh4twimpcpFd4qDc7vZEF5t0JIQbCbcEr9BWl1Kbi51Z9eMp6qITBZbtLWi0YHh31lKuGtubZvFRhIWFogJTH7uSZglRvPvFEsoqbOzan+2T0dQfNruTw9mNEwz3XT+CO68eQqvq+IpA3PPSV8z4brXPsSVr9rB4zR6eumMcT995YaPup6GhcWpxRguG979a5iMULCYDj902ji5tk6mosvO/zxfz0gcLePau8USF6IkK0SMr1HMTbSyBcibVa1cduawT67u21uCWZYpLq/jPez/yn/d/JGPJa1gsntxRoijy8L/GcM91I9i0MwOHy40sKwgCfu0VbrfMVz+vo9LasNrMaNAx5cGJDSTeU7nz9Z+Yv6uC6N7norhc2POzsRfkolbHpbw8/VeG9G3HkL7tG/FGNDQ0TiXOaMHwzhe/e///2K1jefy2Czy+/tVmlYmjerH/cB6KAjXzYI2h1634Zi4Vqj/BZMa8X9ch222IRlNAQ71bUemZGum5lwBKtdpJrpPPyC3LWG1OrnloOi63zOhBXbxCoYYqh5vsEjupLZNJCDeyYmMaA3u1RRJVn9TWblkm/Ug+L/zfjw29LsAzjtA+92HQ6xh7Xhfeeeoq4qNr9deKonLvpxtYlCthik9CEEVUVcEUE4e7RWuKt61HqXbFffp/P7Lii0cadV8NDY1ThzNaMORVVxW75bLBPHF7rVqj7qTdLjUBpwKmOgtkqboYjorHm0gQqoWCCkoAyTB34QYefm0OluYtCWvTMeCYBCAl2lw9Do/XUYXVwfqdR+jUJokqq4PvF2/i47krOJpXCsDEUb29tQxKqpz8b2Ea8zZm4azebrRPDOPWYa0YeeNUHrhpNBNG9kKvkygurWTmd6t494sllFfZfcZhNOhwOOuXFK3xdnK43Mz/fRsLV+5i03dP0SYlDoAP/zjIgh0FnvFXS1NB8PwrmUOI7NyL4q3rANiwM4NKq4NQizHg+9DQ0Dj1OKO9kmLOfQir3cnBpa8RGWYJuIpXVRWDJNBQAlJFBWcAT6I2ox6nuKwKBIHIrr0xxcT7zSckABajxG+PDyU5yiMgZv+ynlue/jzgfWdNvY0Lhnan1Ori6ndXc7TE5qO2qnGHLd+/C+vRI+gkEZNRT5XN2eTaCf5Ijo9ky/dPs+1gAbd/sRNbA7q2wo2rcVd6bC3vPX01t2iV204KmleSxsniL2VXPdUZ2q8d7VslEBUe0mAOJFeA3ER1EQX/L2zvwRyPUABQVZwlRYGTzAF2l8KsVbVFa9QGbBMHMwuQZYXpS9PrCYXqWwIQ1qYTgt6AW1aotDpOiFAAOJpfSpsbP+L6GdsaFAqqqmCM9hitBWBXes4JGYOGhsbfxxktGKY+ejnNE6LqHXfLCoXlDrJLbOSX2XG5FUrLbX56qI+fwm+kH87z+W6KSwzah6yo/LK11ig+7rwuQdt/Pn8NqiDw7fojwQ3cgoA5oVnQvo6HkBZtsDRv1aBwBaqriHraiaKAxRS49KmGhsapyRltY2iTEsd914/wWb3nlzvILrb5GJaPlthx2awkRAdWN9VQXFbJwawijAYD7VolIggC7Vr6up4KUvD02+BJ+11DdGQo/bu3Yt32Q37bph/O57UZi/ym8PBBVdFZQoK3aSKCKBHSonXjhAIeu4OrrATwCMCLhnc/oePR0NA4+ZzROwaAMYM6czjbo9opqnBw9BihUIPOZCaz2O7njIfs/FLm/LaZSrtMt46ptG2ZwIqN+/h28RaaJ0UTF1Vb08BdWe512/SHJEDHZr464Z+n3U1slP9JXZJERp7ThsZMzYrbE4fRJiV4DEJjMURGIzYyM6qqKLitlThLi5EkkcG923BOt5YnZBwaGhp/H2e8YACY8sHPKIpCdmngiV8QBLJLHbjl+mIjr6icrPwKxg/rSUJsBOCJFxjUqy0TR/TgwfeX0rZvb297a3am12PHH7IKNwxO9TkWajFxYOHL3Hf9CKLCLUiSiNmkZ8KIHqT98jzD+7ZjaKc4pCDSQRBF7Pk5nD+4M1u/f5pBvdoEbtxIhCBpNuraMFRVRXW7Kd+9BYBzurZkzlu3N3qnoaGhcepwRquSahjYqzV3Pv8ld918cdB2qgolVhdxYb568Y27Mxl2Tqd6dZN11Wmy/3vXSIb8ZxExXXpSuX8XjvJSKo8cILRFGx81loBHBX9p32TO75pQfc/a8waDjtcevpTXHr7U7/juG92OlWmFHp/ZYyZcVVVxFBXgrixn9aYDFJZaaZ0Sx+otBxr7mvzitlYFPFdbqU2hS5RAnGwlenwfLh3Vi0G922hCQUPjNOWsEAyTLh7Aul1ZjWp7rHHX7nTRq1PLekKhBlEUMRsNjGkbynxVpH3nttzVN4yNOw5TLEhkOE3sz/NMri1iLdwytBXXntuCTVnl/H6gmMxSO4Ig0Dk+hJHtYmgXawk4tlbRRuz7tiOldkTU6z3qKsETR+AozKNsz3YAqmwOLrzzXVofhzpJEgUMBh0RoWbKq+xYqypwlpeiDwv3xiv4PL8AXVKi+PEhzSVVQ+NM4YwXDIoKOr2Btx6/kj3ZlQ22N+l9J7+SMivRURFBr3HLMu2TI1D2WTlUUEVq2+5cPrqP93y5zYWiqERU5136amsuqzNKvTsIVJVdeZXsyK3k2p6JDGpV35MK4II736UoKwuyszHFJqALCUWVZeyFecjHrOx3H8hhRP8OfvsJxsSRPbnh4gH079GKb37dxP1T5lCetoPoXgNAxEdFJqBiNuh47WrNwKyhcSZxRtsYagLSZBVMBh0hxuDpRw06gQizr6wMCzEFaF2LIAjeAj4AGQW+k3S4WY9OUJj0xCd0v/FdVmeUAr4pN2o2Kl9tzaWgsn6RnNzCcrbsyaxurGDPz6Hy0H6qjhysJxRqaJ4Q5VNsqDF8t3gLE++dRstRT7L3YA7P3HkBqt1K8eY/cdTJhSSgclGvZvz40GA6NdOCqzQ0ziTOWMGg+olSTomx4KdqJ+DR/7eNr++uGmoxknYoBzlIAJxeJ/HH/tpSoaEmX+FSWm6l7Zin+XbRZtr36YISxGNJEPAKjrr8sHRrwGsCYTbree7u8U2+DsDhdDN97kp+Wrad2MgQ3NYqSvdsI3/VEuzb1/DEoCj+N6k3reNDG+5MQ0PjtOKMVSX5iwMzGyQ6JIWRXWqjzFqbJyjcrKNFjIkwk//XYdJLSJLoN5rZ7ZbZsj+Hbbl27z2GdIzzaXPZ/dMpq/Scj0mMC5q5VFFhXXoeE7vGe5LrVcuQHh1bkJIYRWZuiU/7sBATibERlFZYKajODVXDpaN6ExsVSmS4mefe/YnSisYF8XnHoqhs3etrm1EVmdLiMu5/+St0IkFrNWhoaJyenLE7hkABwiaDROv4ULqlhNOxWRi9UsPpkhwaUCgAdGgZT3pGDm5ZQZYV3G7ZW/RnW1omk56ZhavSMynfNaqNT2GfSqudP7fWegYF2y2Ax7toz/5sNuzO9KrBZBV6dk5l6/znebK6xkHzhCimPT+J9MWvsv7bZ9j32xR++uA+Bla7qPbv3orY6tiK268YQs6Kqfz4/l0YGqjb0BSe/O8P2B2uE9afhobGqcEZu2NoCJ0kopM85TiPRVVVKuwylXY3giAQadHRtW0SLrfMwlW7KCqzUmVz8NMf21i+Ps1z0eEsBg3uxd2jfEtgrtt2yMeWkJl2iNZd2yMGydjXOzWKzm2TfY4JgoAgCDx6yzjcboVbLj+PqIgQ9HVSbA/o2Yb50+7n1qdnMvOFSfX6ve25WThdtTulAT1a07V9c2x2J0vW7CavKHiRoWMpq7Tx2+rdTBjRo0nXaWhonNqcsYJBEkFuIIOEP3OD1SmzL6cKm0vxBnAJgkC4ScQiuLjqoekEyk23etUW5i3ZyqXn9/L0ZXMy43vfCmc7122jdbf2ftVSiqLgcji566KeSEHUTQ/eNNoj2HS+Uk0neeIq3nz8ahTVd2eybH0aeYWeib9r+2Q+fulfdGiViKJ4igbJisrsn9by2NRv/KbjDkRNnxoaGmcOZ6wqqaawTjAk0TdOzOFW2JVVibXaal2zSgcoqXKzandeg0Fbz77rKYiTmVNMi5FPMG/JVp/zxbmFLPtuEYqsoCge4aNW/+uw2REOHyTEFLycqMmorycUahBFkZjIUL5f7Hvfz+b/CUCr5rH8Mv0Bb30FUfQ8o04Sue6iAXz04k1B730szeKDu/JqaGicfpyxOwZBAIPk8Uzyt8CXBOqll8gpdeCSFb+TvySJtG3VjP692vPnprSA9z2Y6SliM/ymt6iy1Xc7BcjYc4C8Izm079WJ2OQEVEUhK/0IB3fu418TBwZM2d1YXG4Z9zFGFrk61cf9N56P2WTwK1gkSeSiET3p1bkFW3YfafA+MREhjB7U+bjHqaGhcWpyxgoGqBUOSrUBV1U9kbo1FdpqcFarTgorPBP5jsxS/tidR0G5nXCLnvM6xNO3VTQCMPK8HkEFgwqs3XaQo/mlQcdmq7KybdWmesd3H8gJ6rXUGCRRQDlG33Xh0G58t3gzV407x8cucSwut8yV4/qxbW8m5/Vpy6pN6Sgqfms7TH30shNqzNbQ0Dg1OOP/qoXqncGxU6GiKDz02lw++eFPr2AYeV4PXImt2VdgR6yuxSwKsCWjhNbxoUy+uAuR4cHTWkeEmvnix7XHPd7Vm/dzMLOAFs1i0PkxULvdMnanC4vJEFCAqCr06+qbpO+qcX159I3vMBmDq6kkUeTCod25/PyeNE+IYtn6NB6Y8g1pGbU1J5onRDLloUu5fHTvID1paGicrpzRpT0DoSgK/a96lZ3p2T7Hw1p3wJLivyCNKECPFlF0MlXx1vT5Afvu1j6ZzJxiyqqc6MMjQRBwV5ajuPyrlfzRp3MqP06/H4NO8lH5uN0yBSWVvP7xAv47+ZqABuwflmzm2gv61ut39ZZ02rZKJiLUHPT+kuBbkEhVVTbtPkJWbgmxUaGc26N1wNxRGn8fWmlPjZPFGb9j8McbnyyuJxQEUcLcrEVA3b6iwpbDJaTnBFYjAezYn01oy3bE9UxFlDyvV1VV7Pk5lKfvRnU17PefGB/KiEmv8/DNY5g4sjd6vUSVzcHsn9by5szfyCsqR1Xh1Ycvx6DX4ZZlRFFEFAV+/H0rEwMUxxnUqy35xZXIshJ0Yj/2lCAI9O2SSt8uqf4v0NDQOKM4K3cMycMer63RXI0hMpronv0bvE9Z2g5sOb7RwIJQW3c5onNPTHGJ9QSMqijItiqKNq9FlRt2B42PDiG/uAqDXkdYiImyCivuY9JyhIeamTTxXLq2a47bLdO1bSL9u7fy25+iKNw4+VNWbkpnyaePkBAb4dfWcOxu4Z9mZ3o2d72zhEMlLhRVJVon85/r+nPZ+T3/6aH942g7Bo2TxVkpGCy976kXi2CIjCG65zlBr1NVlfL9u7Fl+/fY0UdEEdNrQNDrKw+mUZXpv4Tn8dA8IZL9C18K2kZRFPpc/gp7D+UCkBgbwdTHrmDckO51dg4qOlFAEuqVevjHeOWLlfywt5LUhAjKrE725VYAAqrspquhnF/erB/EdzahCQaNk8VZqUoSEFCPcWJ1VZfjDFZ5TRAEXOUlAc9bkpo32Ie5WcoJFQwhFmODbd778g+vUADILSzjhsc+JjE2gg6tE3E4XAzu04YX751wwsb1V0nLLKJfz/Y8cHW8N0NsRkEl//01jd+2Z7PTFcFLHy/h6VtH/cMj1dA48zgrLYhtU+PqHVPdLmx5R1FV/7mMVEXBWVaCu7LC73kA0WhuULBIhobTeDeFmy8Z2GCbd2b94fd4bmEZy9ensXbbQWZ8u9pvm38CRYWYyDDObR/nkza8RWwI/5vUh8vOaYEginz0R/o/OEoNjTOXs1IwvPfU1X6PV6TvxV1ZUe2zX7ujEADF5aRsz7ag/aoup7deQSCa4p3UEIIAH85dyTPvzMduD9xvQUlgYVZDWWXTMq+eTNyyp37Gse66oiCgqipPTeiCxaBHCYv+h0aooXFmc1YKhvP6tuehm+qrIFTZTdGWtUh5GbSNDyXUpKNFjIVrz0mkcMMqZLv/yfOi4T1Z+PGDzHxsfNAdgyiALffoCXsOVYUDmYW88cli4s97hNVb/K+g9bqGNYbBcjOdTFS19lPzXQG/MRzg2XWZDRKjuyciiKeQlVxD4wzirLQxALx8/0QuP783/3r6M9IP56OoKmEhJh6YNJL7rh9BiNlXd//m65/47ee5ey7mgRtH465OpdG3dTSbDxXXS/stiQIxoQauHN6Gtz/Zf8Kfx+VWGHPr/5g0YQALVuzC4XTRPCGKp+4cx4gBHfjpj+1Brz+3Z+sTPqZAqNV1JpRqIVCD6CdNiT/cikpylBnV2vBOSENDo+mclV5Jx8NFd73Hkj/3+hw7r297fpx2n8+xKoeb577dwYJt2T6eTz1TI/nf9b1oEWuhzZinyM4v4+9ixMh+2EITOFqp4FZU4kP16MoK2LRyrSdIDlg3ZzLd2ic32NdfQVXBJfsKg+NBUVRenr+Lo/v28+lTl5yQsZ2OaF5JGicLTTA0EkVRaDv2GXIKaif0z1+7lbFDuvmNB8gptbF2fyGyotK7ZQSdk2uzkL48fQGvfPgrSqBqQieQnuf2Jd/kMbbX3E7AY0FpFSGx4ecFfPLKjVw+us9JHYeigPOvSoRq3LLCuKfmsuy1y5Gks1edpAkGjZPFWWljOB5EUSR94Ys8cdsYzCYDAL06pwZMSJcUaeaSfilc0b+Fj1AAuP2K84iNCj0paSUkScRg8GgII6IjKDR7SoTWlUE1/z1UJjP2kjHkF1U0WFnur6CqJ04oqKrKH1sOnfVCQUPjZKLtGP4C9kbUsxEAox9LzoEjBVzz6Mfs2HcUURRABUVVGdirNQXFlew/nN+ksfTo3IqrJ55Hv57tEAWB7NxiNh8q5JuthfVScNcdW1yYnu0//YjRoOPH9+9iSN/2TbpvY3Arnk9TqNnV1OL5JgkCOvHUCcL7J9F2DBonC00w/AVc1TWZg6ETPR9/qKrKuu2HWLf9EDpJYnj/DnRuk4Sqqrw47RemzlyEoqhIkohblhGon04bYMywXjx216UoiuJdRSuKxxi+7XAJb/66FzmI2ip/xSIURUYUBfb+/DwpSSfWDdTh9l8ToyF0gFqd5VagOkuutknwogkGjZOFJhj+AorqKQQUDKN0/Kvb/OIKvv1tE/nFFSTHRzJ+SFf6X/MaBSWVAIwe1IVbrxhKbHKSZ+b1cyNVVfls5SEW7cjxew9BgNxlC731Fi4a3p1v3rq9/lgqnewvrEJVoXWMhWbhDUdcl1faeObdH3nyzouICLM04ckDI+LJ5aTtGDTBoHHyOGvdVU8EogB6EVwB1CSGvziBxUeHcdc1w3yO7f3lBW5+5lPGDenJVRecQ3axlbxyZ8A6piowpnuSX8EgCpASoSenztpgyZ97fNpUOtx8sTmHnbmVvhdXVTCsmYkrRvjP5Pr1gg3c8vTnKKrKNePPpXuHFI/K7C+i4NmpGbTfXA2Nk4ZmfP6LSKJnV6CrrgonCp7/GyXfKnEnCovZwKzXb+eqC/oB4HAH3/CJgkBSpBnJz2AUFcozDvgcc7k8WyBV9dTAfmfVEXbnVda/1hTCjxlWmg1/ghUb9/mc25l+lJuf+syr9vp03uoTusJX8Hg5aWhonBw0wXACEKqFgUHyfE6mcVRVawy5gvfeDSErKoqiejcVYnUG1VSxgj1bd/m0jQgze1VkGzIrOFruqBesByBKImGR4TTr0Iaxt7/Ltr2Z3nOPTf3ex6bw3W8bcbtlv+VBj5eGbDsaGhrHT5MEw5QpU+jXrx9hYWHEx8czceJE0tJqC9dkZGQgCILfz9y5cwP2e9NNN9VrP3bs2ON/qrOICEvwUp0AUSE6nrmkM92SQ2kZqad1iIKStol1v6+q1/axW8bilD0qqI1ZpYE0VF7a9eyIqqrc/dLX3mNrtvruQsYM7operwtYBOl4ODMsYxoapyZN0tQuX76cu+++m379+uF2u3nyyScZPXo0u3fvJiQkhJSUFHJyfHXZH374IVOnTmXcuHFB+x47diyffFKbdsJobNi4qQGRFj1GnYgjiD9oi2gzXZJbccPAFNqPe46cQv9R10lxEdxx9VDvar/CIQf1JhIEAXOIx6i8efdh73H5mIJCfbq2xOlyY9D7/rrtSj/KZ/NWszs9m1CLiYtG9ODS83tjNjX8s9eMzxoaJ48mCYaFCxf6fP/000+Jj49n06ZNDBkyBEmSSExM9Gkzb948rrzySkJDQ4P2bTQa612r0TCCINA2MZT03Mp6wkEA2iZYCDN7fsw6nY7dPz3HJfd9wPKN+7yrbkGAoX3bM++dO1HrbCKjLXryKh0BV+eKolBZ5slXpKqe76IoEhcd5hMh7pYVhGP2Hq9/9CtTPvwFSRKRZQVREPht1U5enPYzv330IKnJsUGfuzE5lTQ0NI6Pv+TbUVbm+eOPjvbv975p0ya2bt3K+++/32Bfy5YtIz4+nqioKEaMGMFLL71ETExMwPYOhwOHw+H9Xl5e3sTRn57U2DPqygCDTqRTchhlVhdlNjeqqhJmlIiPMKA/JrraZDLw64f3UWm188d6j9F4ZP+OWMwGj8G5jvtt/xaRfg3PtWMR2Ltpl/f/YnWG1nuvG86Tb//gbffH2j3ce/1I7/fvFm1kyoe/ALW7ixpDdWFxBVc+MI0/5zzl7e9YRAH+oWSwGhpnBcf956UoCg888ACDBg2ia9euftvMmDGDTp06MXBg8GIyY8eO5fPPP2fp0qW89tprLF++nHHjxiHLgYMEpkyZQkREhPeTkpJyvI9y2iEJ9T2eBEEgMsRAaqyF9okhJEeb6gmFuoRaTFw0rDsXDeuOxWzw26ZzQigd4kL82hkURaHgaB4Hd3iES//uLb3n7r9hBF3aJnm/L1ufxp4DObiqDdD//XRxQHuDLCvsy8jj97V7/Z6vcRHW0NA4eRx3gNu///1vfv31V1atWkXz5s3rnbfZbCQlJfHMM8/w8MMPN6nvgwcP0qZNG5YsWcLIkSP9tvG3Y0hJSTlrgn3U6vxHsuJx3xTwuM7+1ZrNTtk3r5JLVliwt4A/M0pwVZ9QZJn9W/eybvFq3E4Xkiiwce6TdGxdKwwUReHfL8zm6wUbcLpkUpKi+WnafYRYjLQbPTnoGHQ6kVsuG8Krj1wO1c9Wk5Jb2ynUogW4aZwsjkuVdM899/Dzzz+zYsUKv0IB4Ntvv8VqtTJpUtMLtrdu3ZrY2FjS09MDCgaj0XhWG6iF6onyROfh04u+6iS9JDKhSwJj2seSWWbn6wXree+jn3HaPUI5NiqE79/5t49QAE/Swen/uZ5pz15LZq6nTnbzhCh2HSpo1DjcdXaLQvVz1tRxEP+i8NPQ0AhOkwSDqqrce++9zJs3j2XLltGqVauAbWfMmMHFF19MXFz9+soNkZWVRVFREUlJSQ031jihCIInFsN9TN0Ek16iU3wI91zUC4vThtXh5IIhXRnUq23Q/kRRJLVZra2obUoUiXER5Bb494wCcLsV+nZt6f3uL/VIjUpJExAaGieeJq037777bmbNmsXs2bMJCwsjNzeX3NxcbDbfkpfp6emsWLGCW2+91W8/HTt2ZN68eQBUVlby6KOPsnbtWjIyMli6dCkTJkygbdu2jBkz5jgfS+OvIAqelBNGyTP5GqTa6O6kuEieuvMCXr5/YoNCwR8Wo4EB/ToHtDGIokBkuIWJo3oH7adGWGjxDBoaJ54mCYZp06ZRVlbGsGHDSEpK8n7mzJnj027mzJk0b96c0aNH++0nLS3N69EkSRLbt2/n4osvpn379txyyy306dOHlStXntWqolOBGhXOiVbd3HJxP4ac0wHAJ3+SJIkY9DpmvX4bJmPDgXsq+I3K1tDQ+Gto2VU1+33g/wAABoJJREFU/hFe+mgR2SVWNm3ey/6MPMwmA5ec35s7rx5G29SERvcjcvYm1NN+5zVOFmfpn5TGP83Tt41m/u/byDiUTfOURB66fjh9uqQ2uZ8zYlWjoXGKoe0YNP5x7A4XsqJgNhm9NgNRwJuzKRjajkH7ndc48Zylf1IapxI+9oQ6tgxJbLgk6Ekom62hcdaj/VlpnLJIQsD6Q0Bt4JuGhsaJRRMMGqcsNTEV/iZ/UfjrFfI0NDT8o6mSNE5paoRDTQoQ0CKfNTRONppg0DgtqEkBoqGhcfLRVEkaGhoaGj5ogkFDQ0NDwwdNMGhoaGho+KAJBg0NDQ0NHzTBoKGhoaHhgyYYNDQ0NDR80ASDhoaGhoYPmmDQ0NDQ0PBBEwwaGhoaGj6cMZHPNdnDy8vL/+GRaGj8PdT8rp8hmfM1TiHOGMFQUVEBQEpKyj88Eg2Nv5eKigoiIiL+6WFonEGcMYV6FEUhOzubsLCwgIXmNWopLy8nJSWFzMxMrcjL38SJfueqqlJRUUGzZs0QRU0rrHHiOGN2DKIo0rx58396GKcd4eHhmmD4mzmR71zbKWicDLRlhoaGhoaGD5pg0NDQ0NDwQRMMZylGo5HnnnsOo9H4Tw/lrEF75xqnC2eM8VlDQ0ND48Sg7Rg0NDQ0NHzQBIOGhoaGhg+aYNDQ0NDQ8EETDBoaGhoaPmiC4Qxl3759TJgwgdjYWMLDwxk8eDB//PGH9/y2bdu45pprSElJwWw206lTJ/73v/81qu9ffvmF/v37YzabiYqKYuLEiSfpKU4vTuY7B3A4HPTs2RNBENi6detJeAINDQ9nTOSzhi/jx4+nXbt2/P7775jNZt5++23Gjx/PgQMHSExMZNOmTcTHxzNr1ixSUlJYs2YNt99+O5Ikcc899wTs97vvvuO2227jlVdeYcSIEbjdbnbu3Pk3Ptmpy8l65zU89thjNGvWjG3btv0NT6NxVqNqnHEUFBSogLpixQrvsfLychVQFy9eHPC6u+66Sx0+fHjA8y6XS01OTlY//vjjEzreM4GT9c5rWLBggdqxY0d1165dKqBu2bLlRAxbQ8MvmirpDCQmJoYOHTrw+eefU1VVhdvtZvr06cTHx9OnT5+A15WVlREdHR3w/ObNmzl69CiiKNKrVy+SkpIYN26ctmPg5L1zgLy8PG677Ta++OILLBbLiR66hkZ9/mnJpHFyyMzMVPv06aMKgqBKkqQmJSWpmzdvDth+9erVqk6nU3/77beAbb766isVUFu0aKF+++236saNG9VrrrlGjYmJUYuKik7GY5xWnIx3riiKOnbsWPXFF19UVVVVDx06pO0YNE462o7hNOKJJ55AEISgn71796KqKnfffTfx8fGsXLmS9evXM3HiRC666CJycnLq9btz504mTJjAc889x+jRowPeX1EUAJ566ikuu+wy+vTpwyeffIIgCMydO/ekPfc/yT/9zt99910qKiqYPHnyyXxMDQ0ftJQYpxEFBQUUFRUFbdO6dWtWrlzJ6NGjKSkp8Unv3K5dO2655RaeeOIJ77Hdu3czfPhwbr31Vl5++eWgff/xxx+MGDGClStXMnjwYO/x/v37M2rUqAavPx35p9/5xIkT+emnn3xqjMiyjCRJXHfddXz22WfH+WQaGoHRvJJOI+Li4oiLi2uwndVqBahXvEUURe+qH2DXrl2MGDGCG2+8sVGTep8+fTAajaSlpXkFg8vlIiMjg9TU1KY8ymnDP/3O33nnHV566SXv9+zsbMaMGcOcOXPo379/Yx9DQ6Np/LOaLI2TQUFBgRoTE6Neeuml6tatW9W0tDT1kUceUfV6vbp161ZVVVV1x44dalxcnHr99derOTk53k9+fr63n3Xr1qkdOnRQs7KyvMfuv/9+NTk5Wf3tt9/UvXv3qrfccosaHx+vFhcX/+3PeSpxMt95XTQbg8bfgSYYzlA2bNigjh49Wo2OjlbDwsLUAQMGqAsWLPCef+6551Sg3ic1NdXb5o8//lAB9dChQ95jTqdTffjhh9X4+Hg1LCxMHTVqlLpz586/8clOXU7WO6+LJhg0/g40G4OGhoaGhg+aV5KGhoaGhg+aYNDQ0NDQ8EETDBoaGhoaPmiCQUNDQ0PDB00waGhoaGj4oAkGDQ0NDQ0fNMGgoaGhoeGDJhg0NDQ0NHzQBIOGhoaGhg+aYNDQ0NDQ8EETDBoaGhoaPmiCQUNDQ0PDh/8HJGZsTT6EXaYAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -1271,7 +1309,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Two options for functions to harmonize characteristics: harmonize_all() or harmonize_generic(). harmonize_all runs functions on all characteristics and lets you specify how to handle errors harmonize_generic runs functions only on the characteristic specified with char_val and lets you also choose output units, to keep intermediate columns and to do a quick report summarizing changes." + "Two options for functions to harmonize characteristics: harmonize_all() or harmonize(). harmonize_all runs functions on all characteristics and lets you specify how to handle errors harmonize runs functions only on the characteristic specified with char_val and lets you also choose output units, to keep intermediate columns and to do a quick report summarizing changes." ] }, { @@ -1282,7 +1320,7 @@ "source": [ "# See Documentation\n", "#harmonize.harmonize_all?\n", - "#harmonize.harmonize_generic?" + "#harmonize.harmonize?" ] }, { @@ -1303,7 +1341,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:131: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\wq_data.py:329: UserWarning: WARNING: 'None' UNDEFINED UNIT for Secchi\n", " warn(\"WARNING: \" + problem)\n", "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " result[:] = values\n" @@ -1314,23 +1352,23 @@ "output_type": "stream", "text": [ "-Usable results-\n", - "count 83345.000000\n", - "mean 1.469260\n", - "std 0.899706\n", + "count 84993.000000\n", + "mean 1.470571\n", + "std 0.902863\n", "min -9.000000\n", "25% 0.900000\n", "50% 1.300000\n", "75% 1.900000\n", "max 32.004000\n", "dtype: float64\n", - "Unusable results: 195\n", + "Unusable results: 196\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 6.867499256939849): 45\n" + "Results outside threshold (0.0 to 6.887748058561893): 47\n" ] }, { "data": { - "image/png": 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", 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" ] @@ -1344,7 +1382,7 @@ "# Optional params: units='m', char_val='Depth, Secchi disk depth', out_col='Secchi', report=False)\n", "\n", "# We start by demonstrating on secchi disk depth (units default to m, keep intermediate fields, see report)\n", - "df = harmonize.harmonize_generic(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" + "df = harmonize.harmonize(df, 'Depth, Secchi disk depth', intermediate_columns=True, report=True)" ] }, { @@ -1390,49 +1428,49 @@ " \n", " \n", " \n", - " 36\n", - " 21FLHILL_WQX-1510\n", - " 0.80\n", + " 78\n", + " 21FLHILL_WQX-171\n", + " 0.60\n", " m\n", " NaN\n", " m\n", - " 0.8 meter\n", + " 0.6 meter\n", " \n", " \n", - " 68\n", - " 21FLMANA_WQX-428\n", - " 2.2\n", + " 103\n", + " 21FLHILL_WQX-092\n", + " 5.00\n", " m\n", " NaN\n", " m\n", - " 2.2 meter\n", + " 5.0 meter\n", " \n", " \n", - " 96\n", - " 21FLHILL_WQX-096\n", - " 2.70\n", + " 118\n", + " 21FLHILL_WQX-161\n", + " 0.50\n", " m\n", " NaN\n", " m\n", - " 2.7 meter\n", + " 0.5 meter\n", " \n", " \n", - " 106\n", - " 21FLHILL_WQX-064\n", - " 0.80\n", + " 130\n", + " 21FLHILL_WQX-14434\n", + " 1.30\n", " m\n", " NaN\n", " m\n", - " 0.8 meter\n", + " 1.3 meter\n", " \n", " \n", - " 127\n", - " 21FLCOSP_WQX-COSPE6-2\n", - " 1.7\n", + " 132\n", + " 21FLCOSP_WQX-COSPE6-4\n", + " 2.6\n", " m\n", " NaN\n", " m\n", - " 1.7 meter\n", + " 2.6 meter\n", " \n", " \n", " ...\n", @@ -1444,17 +1482,17 @@ " ...\n", " \n", " \n", - " 1420419\n", - " 21FLBSG-12\n", - " 1.3\n", + " 1443210\n", + " 21FLBSG-4\n", + " 1.0\n", " m\n", " NaN\n", " m\n", - " 1.3 meter\n", + " 1.0 meter\n", " \n", " \n", - " 1420420\n", - " 21FLBSG-12\n", + " 1443211\n", + " 21FLBSG-4\n", " 1.1\n", " m\n", " NaN\n", @@ -1462,25 +1500,25 @@ " 1.1 meter\n", " \n", " \n", - " 1420437\n", - " 21FLBSG-12\n", - " 2.0\n", + " 1443212\n", + " 21FLBSG-4\n", + " 1.5\n", " m\n", " NaN\n", " m\n", - " 2.0 meter\n", + " 1.5 meter\n", " \n", " \n", - " 1420454\n", + " 1443213\n", " 21FLBSG-4\n", - " 1.1\n", + " 1.4\n", " m\n", " NaN\n", " m\n", - " 1.1 meter\n", + " 1.4 meter\n", " \n", " \n", - " 1420558\n", + " 1443214\n", " 21FLBSG-4\n", " 1.4\n", " m\n", @@ -1490,37 +1528,37 @@ " \n", " \n", "\n", - "

83540 rows × 6 columns

\n", + "

85189 rows × 6 columns

\n", "" ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "36 21FLHILL_WQX-1510 0.80 \n", - "68 21FLMANA_WQX-428 2.2 \n", - "96 21FLHILL_WQX-096 2.70 \n", - "106 21FLHILL_WQX-064 0.80 \n", - "127 21FLCOSP_WQX-COSPE6-2 1.7 \n", + "78 21FLHILL_WQX-171 0.60 \n", + "103 21FLHILL_WQX-092 5.00 \n", + "118 21FLHILL_WQX-161 0.50 \n", + "130 21FLHILL_WQX-14434 1.30 \n", + "132 21FLCOSP_WQX-COSPE6-4 2.6 \n", "... ... ... \n", - "1420419 21FLBSG-12 1.3 \n", - "1420420 21FLBSG-12 1.1 \n", - "1420437 21FLBSG-12 2.0 \n", - "1420454 21FLBSG-4 1.1 \n", - "1420558 21FLBSG-4 1.4 \n", + "1443210 21FLBSG-4 1.0 \n", + "1443211 21FLBSG-4 1.1 \n", + "1443212 21FLBSG-4 1.5 \n", + "1443213 21FLBSG-4 1.4 \n", + "1443214 21FLBSG-4 1.4 \n", "\n", " ResultMeasure/MeasureUnitCode QA_flag Units Secchi \n", - "36 m NaN m 0.8 meter \n", - "68 m NaN m 2.2 meter \n", - "96 m NaN m 2.7 meter \n", - "106 m NaN m 0.8 meter \n", - "127 m NaN m 1.7 meter \n", + "78 m NaN m 0.6 meter \n", + "103 m NaN m 5.0 meter \n", + "118 m NaN m 0.5 meter \n", + "130 m NaN m 1.3 meter \n", + "132 m NaN m 2.6 meter \n", "... ... ... ... ... \n", - "1420419 m NaN m 1.3 meter \n", - "1420420 m NaN m 1.1 meter \n", - "1420437 m NaN m 2.0 meter \n", - "1420454 m NaN m 1.1 meter \n", - "1420558 m NaN m 1.4 meter \n", + "1443210 m NaN m 1.0 meter \n", + "1443211 m NaN m 1.1 meter \n", + "1443212 m NaN m 1.5 meter \n", + "1443213 m NaN m 1.4 meter \n", + "1443214 m NaN m 1.4 meter \n", "\n", - "[83540 rows x 6 columns]" + "[85189 rows x 6 columns]" ] }, "execution_count": 25, @@ -1571,7 +1609,7 @@ " \n", " \n", " \n", - " 661272\n", + " 734762\n", " 21FLPDEM_WQX-14-02\n", " Not Reported\n", " m\n", @@ -1580,7 +1618,7 @@ " NaN\n", " \n", " \n", - " 664539\n", + " 738008\n", " 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5\n", " Not Reported\n", " NaN\n", @@ -1589,7 +1627,7 @@ " NaN\n", " \n", " \n", - " 667499\n", + " 741123\n", " 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1\n", " Not Reported\n", " NaN\n", @@ -1598,7 +1636,7 @@ " NaN\n", " \n", " \n", - " 668497\n", + " 741924\n", " 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7\n", " Not Reported\n", " NaN\n", @@ -1607,7 +1645,7 @@ " NaN\n", " \n", " \n", - " 672688\n", + " 746331\n", " 21FLPDEM_WQX-E2-D-19-02\n", " Not Reported\n", " m\n", @@ -1625,8 +1663,8 @@ " ...\n", " \n", " \n", - " 1403567\n", - " USGS-273631082452600\n", + " 1413747\n", + " USGS-275530082383300\n", " NaN\n", " NaN\n", " ResultMeasureValue: missing (NaN) result; Resu...\n", @@ -1634,7 +1672,7 @@ " NaN\n", " \n", " \n", - " 1403895\n", + " 1413767\n", " USGS-275100082280500\n", " NaN\n", " NaN\n", @@ -1643,8 +1681,8 @@ " NaN\n", " \n", " \n", - " 1403900\n", - " USGS-275100082280500\n", + " 1413775\n", + " USGS-275530082383300\n", " NaN\n", " NaN\n", " ResultMeasureValue: missing (NaN) result; Resu...\n", @@ -1652,7 +1690,7 @@ " NaN\n", " \n", " \n", - " 1404103\n", + " 1413887\n", " USGS-275530082383300\n", " NaN\n", " NaN\n", @@ -1661,8 +1699,8 @@ " NaN\n", " \n", " \n", - " 1404343\n", - " USGS-275530082383300\n", + " 1418065\n", + " USGS-02306000\n", " NaN\n", " NaN\n", " ResultMeasureValue: missing (NaN) result; Resu...\n", @@ -1671,50 +1709,50 @@ " \n", " \n", "\n", - "

195 rows × 6 columns

\n", + "

196 rows × 6 columns

\n", "" ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "661272 21FLPDEM_WQX-14-02 Not Reported \n", - "664539 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5 Not Reported \n", - "667499 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1 Not Reported \n", - "668497 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7 Not Reported \n", - "672688 21FLPDEM_WQX-E2-D-19-02 Not Reported \n", + "734762 21FLPDEM_WQX-14-02 Not Reported \n", + "738008 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5 Not Reported \n", + "741123 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1 Not Reported \n", + "741924 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7 Not Reported \n", + "746331 21FLPDEM_WQX-E2-D-19-02 Not Reported \n", "... ... ... \n", - "1403567 USGS-273631082452600 NaN \n", - "1403895 USGS-275100082280500 NaN \n", - "1403900 USGS-275100082280500 NaN \n", - "1404103 USGS-275530082383300 NaN \n", - "1404343 USGS-275530082383300 NaN \n", + "1413747 USGS-275530082383300 NaN \n", + "1413767 USGS-275100082280500 NaN \n", + "1413775 USGS-275530082383300 NaN \n", + "1413887 USGS-275530082383300 NaN \n", + "1418065 USGS-02306000 NaN \n", "\n", " ResultMeasure/MeasureUnitCode \\\n", - "661272 m \n", - "664539 NaN \n", - "667499 NaN \n", - "668497 NaN \n", - "672688 m \n", + "734762 m \n", + "738008 NaN \n", + "741123 NaN \n", + "741924 NaN \n", + "746331 m \n", "... ... \n", - "1403567 NaN \n", - "1403895 NaN \n", - "1403900 NaN \n", - "1404103 NaN \n", - "1404343 NaN \n", + "1413747 NaN \n", + "1413767 NaN \n", + "1413775 NaN \n", + "1413887 NaN \n", + "1418065 NaN \n", "\n", " QA_flag Units Secchi \n", - "661272 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "664539 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "667499 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "668497 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "672688 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "734762 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "738008 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741123 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741924 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "746331 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", "... ... ... ... \n", - "1403567 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1403895 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1403900 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1404103 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1404343 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413747 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413767 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413775 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413887 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1418065 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", "\n", - "[195 rows x 6 columns]" + "[196 rows x 6 columns]" ] }, "execution_count": 26, @@ -1784,7 +1822,7 @@ " \n", " \n", " \n", - " 244344\n", + " 244364\n", " NARS_WQX-NCCA10-1674\n", " -9\n", " None\n", @@ -1793,7 +1831,7 @@ " -9.0 meter\n", " \n", " \n", - " 661272\n", + " 734762\n", " 21FLPDEM_WQX-14-02\n", " Not Reported\n", " m\n", @@ -1802,7 +1840,7 @@ " NaN\n", " \n", " \n", - " 664539\n", + " 738008\n", " 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5\n", " Not Reported\n", " NaN\n", @@ -1811,7 +1849,7 @@ " NaN\n", " \n", " \n", - " 667499\n", + " 741123\n", " 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1\n", " Not Reported\n", " NaN\n", @@ -1820,7 +1858,7 @@ " NaN\n", " \n", " \n", - " 668497\n", + " 741924\n", " 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7\n", " Not Reported\n", " NaN\n", @@ -1838,8 +1876,8 @@ " ...\n", " \n", " \n", - " 1403567\n", - " USGS-273631082452600\n", + " 1413747\n", + " USGS-275530082383300\n", " NaN\n", " NaN\n", " ResultMeasureValue: missing (NaN) result; Resu...\n", @@ -1847,7 +1885,7 @@ " NaN\n", " \n", " \n", - " 1403895\n", + " 1413767\n", " USGS-275100082280500\n", " NaN\n", " NaN\n", @@ -1856,8 +1894,8 @@ " NaN\n", " \n", " \n", - " 1403900\n", - " USGS-275100082280500\n", + " 1413775\n", + " USGS-275530082383300\n", " NaN\n", " NaN\n", " ResultMeasureValue: missing (NaN) result; Resu...\n", @@ -1865,7 +1903,7 @@ " NaN\n", " \n", " \n", - " 1404103\n", + " 1413887\n", " USGS-275530082383300\n", " NaN\n", " NaN\n", @@ -1874,8 +1912,8 @@ " NaN\n", " \n", " \n", - " 1404343\n", - " USGS-275530082383300\n", + " 1418065\n", + " USGS-02306000\n", " NaN\n", " NaN\n", " ResultMeasureValue: missing (NaN) result; Resu...\n", @@ -1884,50 +1922,50 @@ " \n", " \n", "\n", - "

196 rows × 6 columns

\n", + "

197 rows × 6 columns

\n", "" ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "244344 NARS_WQX-NCCA10-1674 -9 \n", - "661272 21FLPDEM_WQX-14-02 Not Reported \n", - "664539 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5 Not Reported \n", - "667499 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1 Not Reported \n", - "668497 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7 Not Reported \n", + "244364 NARS_WQX-NCCA10-1674 -9 \n", + "734762 21FLPDEM_WQX-14-02 Not Reported \n", + "738008 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-5 Not Reported \n", + "741123 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-1 Not Reported \n", + "741924 21FLKWAT_WQX-PIN-COFFEEPOBAYOU-7 Not Reported \n", "... ... ... \n", - "1403567 USGS-273631082452600 NaN \n", - "1403895 USGS-275100082280500 NaN \n", - "1403900 USGS-275100082280500 NaN \n", - "1404103 USGS-275530082383300 NaN \n", - "1404343 USGS-275530082383300 NaN \n", + "1413747 USGS-275530082383300 NaN \n", + "1413767 USGS-275100082280500 NaN \n", + "1413775 USGS-275530082383300 NaN \n", + "1413887 USGS-275530082383300 NaN \n", + "1418065 USGS-02306000 NaN \n", "\n", " ResultMeasure/MeasureUnitCode \\\n", - "244344 None \n", - "661272 m \n", - "664539 NaN \n", - "667499 NaN \n", - "668497 NaN \n", + "244364 None \n", + "734762 m \n", + "738008 NaN \n", + "741123 NaN \n", + "741924 NaN \n", "... ... \n", - "1403567 NaN \n", - "1403895 NaN \n", - "1403900 NaN \n", - "1404103 NaN \n", - "1404343 NaN \n", + "1413747 NaN \n", + "1413767 NaN \n", + "1413775 NaN \n", + "1413887 NaN \n", + "1418065 NaN \n", "\n", " QA_flag Units Secchi \n", - "244344 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", - "661272 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "664539 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "667499 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", - "668497 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "244364 ResultMeasure/MeasureUnitCode: 'None' UNDEFINE... m -9.0 meter \n", + "734762 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "738008 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741123 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", + "741924 ResultMeasureValue: \"Not Reported\" result cann... m NaN \n", "... ... ... ... \n", - "1403567 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1403895 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1403900 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1404103 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", - "1404343 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413747 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413767 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413775 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1413887 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", + "1418065 ResultMeasureValue: missing (NaN) result; Resu... m NaN \n", "\n", - "[196 rows x 6 columns]" + "[197 rows x 6 columns]" ] }, "execution_count": 28, @@ -2016,38 +2054,38 @@ " ...\n", " \n", " \n", - " 11222\n", + " 11261\n", " USGS-280630082350900\n", " 3\n", " 1.966667\n", " \n", " \n", - " 11223\n", + " 11262\n", " USGS-280635082322100\n", " 2\n", " 2.100000\n", " \n", " \n", - " 11224\n", + " 11263\n", " USGS-280640082434700\n", " 3\n", " 2.302933\n", " \n", " \n", - " 11225\n", + " 11264\n", " USGS-280719082291400\n", " 2\n", " 1.000000\n", " \n", " \n", - " 11226\n", + " 11265\n", " USGS-280730082431800\n", " 3\n", " 1.947333\n", " \n", " \n", "\n", - "

11227 rows × 3 columns

\n", + "

11266 rows × 3 columns

\n", "" ], "text/plain": [ @@ -2058,13 +2096,13 @@ "3 21FLBRA-1574A-A 2 0.250000\n", "4 21FLBRA-1574A-B 1 1.250000\n", "... ... ... ...\n", - "11222 USGS-280630082350900 3 1.966667\n", - "11223 USGS-280635082322100 2 2.100000\n", - "11224 USGS-280640082434700 3 2.302933\n", - "11225 USGS-280719082291400 2 1.000000\n", - "11226 USGS-280730082431800 3 1.947333\n", + "11261 USGS-280630082350900 3 1.966667\n", + "11262 USGS-280635082322100 2 2.100000\n", + "11263 USGS-280640082434700 3 2.302933\n", + "11264 USGS-280719082291400 2 1.000000\n", + "11265 USGS-280730082431800 3 1.947333\n", "\n", - "[11227 rows x 3 columns]" + "[11266 rows x 3 columns]" ] }, "execution_count": 29, @@ -2102,7 +2140,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" ] @@ -2181,9 +2219,9 @@ "output_type": "stream", "text": [ "-Usable results-\n", - "count 292117.000000\n", - "mean 25.299194\n", - "std 80.972324\n", + "count 296229.000000\n", + "mean 25.304630\n", + "std 80.410479\n", "min 0.000000\n", "25% 21.200000\n", "50% 25.900000\n", @@ -2192,12 +2230,12 @@ "dtype: float64\n", "Unusable results: 112\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 511.13314048135953): 1\n" + "Results outside threshold (0.0 to 507.7675019927092): 1\n" ] }, { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -2209,7 +2247,7 @@ "source": [ "#'Temperature, water'\n", "# Note: Default errors='raise'\n", - "df = harmonize.harmonize_generic(df, 'Temperature, water', intermediate_columns=True, report=True)" + "df = harmonize.harmonize(df, 'Temperature, water', intermediate_columns=True, report=True)" ] }, { @@ -2257,39 +2295,39 @@ " degC\n", " \n", " \n", - " 9\n", - " 21FLTBW_WQX-M23\n", - " 29.52\n", + " 23\n", + " 21FLHILL_WQX-1509\n", + " 27.67\n", " deg C\n", " NaN\n", - " 29.52 degree_Celsius\n", + " 27.67 degree_Celsius\n", " degC\n", " \n", " \n", - " 14\n", - " 21FLMANA_WQX-GA1\n", - " 21\n", + " 25\n", + " 21FLHILL_WQX-060\n", + " 30.24\n", " deg C\n", " NaN\n", - " 21.0 degree_Celsius\n", + " 30.24 degree_Celsius\n", " degC\n", " \n", " \n", - " 34\n", - " 21FLHILL_WQX-1509\n", - " 27.67\n", + " 27\n", + " 21FLTBW_WQX-NAB\n", + " 30.67\n", " deg C\n", " NaN\n", - " 27.67 degree_Celsius\n", + " 30.67 degree_Celsius\n", " degC\n", " \n", " \n", - " 37\n", - " 21FLTBW_WQX-PR103026\n", - " 17.73\n", + " 28\n", + " 21FLTBW_WQX-DISM\n", + " 26.5\n", " deg C\n", " NaN\n", - " 17.73 degree_Celsius\n", + " 26.5 degree_Celsius\n", " degC\n", " \n", " \n", @@ -2302,7 +2340,7 @@ " ...\n", " \n", " \n", - " 1420858\n", + " 1443514\n", " USGS-273217082335701\n", " 28.9\n", " deg C\n", @@ -2311,7 +2349,7 @@ " degC\n", " \n", " \n", - " 1420861\n", + " 1443517\n", " USGS-274322082245501\n", " 24.4\n", " deg C\n", @@ -2320,7 +2358,7 @@ " degC\n", " \n", " \n", - " 1420866\n", + " 1443522\n", " USGS-274302082280801\n", " 25.0\n", " deg C\n", @@ -2329,7 +2367,7 @@ " degC\n", " \n", " \n", - " 1420869\n", + " 1443525\n", " USGS-273926082304501\n", " 25.7\n", " deg C\n", @@ -2338,7 +2376,7 @@ " degC\n", " \n", " \n", - " 1420872\n", + " 1443528\n", " USGS-274455082253601\n", " 26.1\n", " deg C\n", @@ -2348,37 +2386,37 @@ " \n", " \n", "\n", - "

292229 rows × 6 columns

\n", + "

296341 rows × 6 columns

\n", "" ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", "2 21FLHILL_WQX-047 28.19 \n", - "9 21FLTBW_WQX-M23 29.52 \n", - "14 21FLMANA_WQX-GA1 21 \n", - "34 21FLHILL_WQX-1509 27.67 \n", - "37 21FLTBW_WQX-PR103026 17.73 \n", + "23 21FLHILL_WQX-1509 27.67 \n", + "25 21FLHILL_WQX-060 30.24 \n", + "27 21FLTBW_WQX-NAB 30.67 \n", + "28 21FLTBW_WQX-DISM 26.5 \n", "... ... ... \n", - "1420858 USGS-273217082335701 28.9 \n", - "1420861 USGS-274322082245501 24.4 \n", - "1420866 USGS-274302082280801 25.0 \n", - "1420869 USGS-273926082304501 25.7 \n", - "1420872 USGS-274455082253601 26.1 \n", + "1443514 USGS-273217082335701 28.9 \n", + "1443517 USGS-274322082245501 24.4 \n", + "1443522 USGS-274302082280801 25.0 \n", + "1443525 USGS-273926082304501 25.7 \n", + "1443528 USGS-274455082253601 26.1 \n", "\n", " ResultMeasure/MeasureUnitCode QA_flag Temperature Units \n", "2 deg C NaN 28.19 degree_Celsius degC \n", - "9 deg C NaN 29.52 degree_Celsius degC \n", - "14 deg C NaN 21.0 degree_Celsius degC \n", - "34 deg C NaN 27.67 degree_Celsius degC \n", - "37 deg C NaN 17.73 degree_Celsius degC \n", + "23 deg C NaN 27.67 degree_Celsius degC \n", + "25 deg C NaN 30.24 degree_Celsius degC \n", + "27 deg C NaN 30.67 degree_Celsius degC \n", + "28 deg C NaN 26.5 degree_Celsius degC \n", "... ... ... ... ... \n", - "1420858 deg C NaN 28.9 degree_Celsius degC \n", - "1420861 deg C NaN 24.4 degree_Celsius degC \n", - "1420866 deg C NaN 25.0 degree_Celsius degC \n", - "1420869 deg C NaN 25.7 degree_Celsius degC \n", - "1420872 deg C NaN 26.1 degree_Celsius degC \n", + "1443514 deg C NaN 28.9 degree_Celsius degC \n", + "1443517 deg C NaN 24.4 degree_Celsius degC \n", + "1443522 deg C NaN 25.0 degree_Celsius degC \n", + "1443525 deg C NaN 25.7 degree_Celsius degC \n", + "1443528 deg C NaN 26.1 degree_Celsius degC \n", "\n", - "[292229 rows x 6 columns]" + "[296341 rows x 6 columns]" ] }, "execution_count": 33, @@ -2436,7 +2474,7 @@ " \n", " \n", " \n", - " 665354\n", + " 739068\n", " 21FLPDEM_WQX-19-13\n", " Not Reported\n", " NaN\n", @@ -2445,7 +2483,7 @@ " degC\n", " \n", " \n", - " 666415\n", + " 739932\n", " 21FLPDEM_WQX-24-07\n", " Not Reported\n", " NaN\n", @@ -2454,7 +2492,7 @@ " degC\n", " \n", " \n", - " 667812\n", + " 741288\n", " 21FLPDEM_WQX-12-04\n", " Not Reported\n", " NaN\n", @@ -2463,7 +2501,7 @@ " degC\n", " \n", " \n", - " 672772\n", + " 746371\n", " 21FLPDEM_WQX-23-08\n", " Not Reported\n", " NaN\n", @@ -2472,7 +2510,7 @@ " degC\n", " \n", " \n", - " 678810\n", + " 752362\n", " 21FLPDEM_WQX-04-04\n", " Not Reported\n", " NaN\n", @@ -2490,7 +2528,7 @@ " ...\n", " \n", " \n", - " 1008321\n", + " 890050\n", " 21FLPDEM_WQX-35-01\n", " Not Reported\n", " NaN\n", @@ -2499,7 +2537,7 @@ " degC\n", " \n", " \n", - " 1011906\n", + " 894075\n", " 21FLPDEM_WQX-23-08\n", " Not Reported\n", " NaN\n", @@ -2508,7 +2546,7 @@ " degC\n", " \n", " \n", - " 1304127\n", + " 1338441\n", " USGS-280228082343000\n", " NaN\n", " NaN\n", @@ -2517,7 +2555,7 @@ " degC\n", " \n", " \n", - " 1390313\n", + " 1404938\n", " USGS-02306028\n", " NaN\n", " NaN\n", @@ -2526,7 +2564,7 @@ " degC\n", " \n", " \n", - " 1390596\n", + " 1405221\n", " USGS-02306028\n", " NaN\n", " NaN\n", @@ -2541,43 +2579,43 @@ ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "665354 21FLPDEM_WQX-19-13 Not Reported \n", - "666415 21FLPDEM_WQX-24-07 Not Reported \n", - "667812 21FLPDEM_WQX-12-04 Not Reported \n", - "672772 21FLPDEM_WQX-23-08 Not Reported \n", - "678810 21FLPDEM_WQX-04-04 Not Reported \n", + "739068 21FLPDEM_WQX-19-13 Not Reported \n", + "739932 21FLPDEM_WQX-24-07 Not Reported \n", + "741288 21FLPDEM_WQX-12-04 Not Reported \n", + "746371 21FLPDEM_WQX-23-08 Not Reported \n", + "752362 21FLPDEM_WQX-04-04 Not Reported \n", "... ... ... \n", - "1008321 21FLPDEM_WQX-35-01 Not Reported \n", - "1011906 21FLPDEM_WQX-23-08 Not Reported \n", - "1304127 USGS-280228082343000 NaN \n", - "1390313 USGS-02306028 NaN \n", - "1390596 USGS-02306028 NaN \n", + "890050 21FLPDEM_WQX-35-01 Not Reported \n", + "894075 21FLPDEM_WQX-23-08 Not Reported \n", + "1338441 USGS-280228082343000 NaN \n", + "1404938 USGS-02306028 NaN \n", + "1405221 USGS-02306028 NaN \n", "\n", " ResultMeasure/MeasureUnitCode \\\n", - "665354 NaN \n", - "666415 NaN \n", - "667812 NaN \n", - "672772 NaN \n", - "678810 NaN \n", + "739068 NaN \n", + "739932 NaN \n", + "741288 NaN \n", + "746371 NaN \n", + "752362 NaN \n", "... ... \n", - "1008321 NaN \n", - "1011906 NaN \n", - "1304127 NaN \n", - "1390313 NaN \n", - "1390596 NaN \n", + "890050 NaN \n", + "894075 NaN \n", + "1338441 NaN \n", + "1404938 NaN \n", + "1405221 NaN \n", "\n", " QA_flag Temperature Units \n", - "665354 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "666415 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "667812 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "672772 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "678810 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "739068 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "739932 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "741288 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "746371 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "752362 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", "... ... ... ... \n", - "1008321 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1011906 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1304127 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1390313 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1390596 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "890050 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "894075 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "1338441 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1404938 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1405221 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", "\n", "[86 rows x 6 columns]" ] @@ -2656,7 +2694,7 @@ " \n", " \n", " \n", - " 665354\n", + " 739068\n", " 21FLPDEM_WQX-19-13\n", " Not Reported\n", " NaN\n", @@ -2665,7 +2703,7 @@ " degC\n", " \n", " \n", - " 666415\n", + " 739932\n", " 21FLPDEM_WQX-24-07\n", " Not Reported\n", " NaN\n", @@ -2674,7 +2712,7 @@ " degC\n", " \n", " \n", - " 667812\n", + " 741288\n", " 21FLPDEM_WQX-12-04\n", " Not Reported\n", " NaN\n", @@ -2683,7 +2721,7 @@ " degC\n", " \n", " \n", - " 672772\n", + " 746371\n", " 21FLPDEM_WQX-23-08\n", " Not Reported\n", " NaN\n", @@ -2692,7 +2730,7 @@ " degC\n", " \n", " \n", - " 678810\n", + " 752362\n", " 21FLPDEM_WQX-04-04\n", " Not Reported\n", " NaN\n", @@ -2710,7 +2748,7 @@ " ...\n", " \n", " \n", - " 1364476\n", + " 1191742\n", " 21FLPDEM_WQX-24-01\n", " Not Reported\n", " deg C\n", @@ -2719,8 +2757,8 @@ " degC\n", " \n", " \n", - " 1364899\n", - " 21FLPDEM_WQX-29-11\n", + " 1193470\n", + " 21FLPDEM_WQX-12-02\n", " Not Reported\n", " deg C\n", " ResultMeasureValue: \"Not Reported\" result cann...\n", @@ -2728,16 +2766,16 @@ " degC\n", " \n", " \n", - " 1365432\n", - " 21FLPDEM_WQX-12-02\n", - " Not Reported\n", - " deg C\n", - " ResultMeasureValue: \"Not Reported\" result cann...\n", + " 1338441\n", + " USGS-280228082343000\n", + " NaN\n", + " NaN\n", + " ResultMeasureValue: missing (NaN) result; Resu...\n", " NaN\n", " degC\n", " \n", " \n", - " 1390313\n", + " 1404938\n", " USGS-02306028\n", " NaN\n", " NaN\n", @@ -2746,7 +2784,7 @@ " degC\n", " \n", " \n", - " 1390596\n", + " 1405221\n", " USGS-02306028\n", " NaN\n", " NaN\n", @@ -2761,43 +2799,43 @@ ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", - "665354 21FLPDEM_WQX-19-13 Not Reported \n", - "666415 21FLPDEM_WQX-24-07 Not Reported \n", - "667812 21FLPDEM_WQX-12-04 Not Reported \n", - "672772 21FLPDEM_WQX-23-08 Not Reported \n", - "678810 21FLPDEM_WQX-04-04 Not Reported \n", + "739068 21FLPDEM_WQX-19-13 Not Reported \n", + "739932 21FLPDEM_WQX-24-07 Not Reported \n", + "741288 21FLPDEM_WQX-12-04 Not Reported \n", + "746371 21FLPDEM_WQX-23-08 Not Reported \n", + "752362 21FLPDEM_WQX-04-04 Not Reported \n", "... ... ... \n", - "1364476 21FLPDEM_WQX-24-01 Not Reported \n", - "1364899 21FLPDEM_WQX-29-11 Not Reported \n", - "1365432 21FLPDEM_WQX-12-02 Not Reported \n", - "1390313 USGS-02306028 NaN \n", - "1390596 USGS-02306028 NaN \n", + "1191742 21FLPDEM_WQX-24-01 Not Reported \n", + "1193470 21FLPDEM_WQX-12-02 Not Reported \n", + "1338441 USGS-280228082343000 NaN \n", + "1404938 USGS-02306028 NaN \n", + "1405221 USGS-02306028 NaN \n", "\n", " ResultMeasure/MeasureUnitCode \\\n", - "665354 NaN \n", - "666415 NaN \n", - "667812 NaN \n", - "672772 NaN \n", - "678810 NaN \n", + "739068 NaN \n", + "739932 NaN \n", + "741288 NaN \n", + "746371 NaN \n", + "752362 NaN \n", "... ... \n", - "1364476 deg C \n", - "1364899 deg C \n", - "1365432 deg C \n", - "1390313 NaN \n", - "1390596 NaN \n", + "1191742 deg C \n", + "1193470 deg C \n", + "1338441 NaN \n", + "1404938 NaN \n", + "1405221 NaN \n", "\n", " QA_flag Temperature Units \n", - "665354 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "666415 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "667812 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "672772 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "678810 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "739068 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "739932 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "741288 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "746371 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "752362 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", "... ... ... ... \n", - "1364476 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1364899 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1365432 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", - "1390313 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", - "1390596 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1191742 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "1193470 ResultMeasureValue: \"Not Reported\" result cann... NaN degC \n", + "1338441 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1404938 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", + "1405221 ResultMeasureValue: missing (NaN) result; Resu... NaN degC \n", "\n", "[112 rows x 6 columns]" ] @@ -2881,38 +2919,38 @@ " ...\n", " \n", " \n", - " 14347\n", + " 14390\n", " USGS-280726082313300\n", " 4\n", " 28.025000\n", " \n", " \n", - " 14348\n", + " 14391\n", " USGS-280728082301101\n", " 54\n", " 25.083333\n", " \n", " \n", - " 14349\n", + " 14392\n", " USGS-280729082313501\n", " 1\n", " 27.400000\n", " \n", " \n", - " 14350\n", + " 14393\n", " USGS-280730082313201\n", " 1\n", " 24.700000\n", " \n", " \n", - " 14351\n", + " 14394\n", " USGS-280730082431800\n", " 11\n", " 22.018182\n", " \n", " \n", "\n", - "

14352 rows × 3 columns

\n", + "

14395 rows × 3 columns

\n", "" ], "text/plain": [ @@ -2923,13 +2961,13 @@ "3 21FLBRA-1541B-A 6 26.743333\n", "4 21FLBRA-1574-A 5 27.890000\n", "... ... ... ...\n", - "14347 USGS-280726082313300 4 28.025000\n", - "14348 USGS-280728082301101 54 25.083333\n", - "14349 USGS-280729082313501 1 27.400000\n", - "14350 USGS-280730082313201 1 24.700000\n", - "14351 USGS-280730082431800 11 22.018182\n", + "14390 USGS-280726082313300 4 28.025000\n", + "14391 USGS-280728082301101 54 25.083333\n", + "14392 USGS-280729082313501 1 27.400000\n", + "14393 USGS-280730082313201 1 24.700000\n", + "14394 USGS-280730082431800 11 22.018182\n", "\n", - "[14352 rows x 3 columns]" + "[14395 rows x 3 columns]" ] }, "execution_count": 37, @@ -2967,7 +3005,7 @@ }, { "data": { - "image/png": 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", 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MDQ0NjVBoYZnDJCM1lu2bdvK3ydn0To4IWo1pQ341M77PwauoPuMxUfTnxudWNHDXrE2U1TupsDlxeGRUoNzmxq2ouL0KDo/S7opQGhoaGk1o4n6YCILAP246k/uemuV/3Rofr8on2KBeUaGg2sHn6wr4Lf9g3rxbVthfZWdHWQM5ZTY2F9ezq6wBWdZEXkNDo31oYZkj4PzTBlJRXU+Dw4XZZEAQhIA4utMjsy6/ps3j5JTUkxFv8b+OsxgIM/h+Nc3thkttbhLC9ei0cI2GhkYbaCP3I+TGi8YiCT4Bdnlkauwe/3uedpbfK611+f+fGO4T9tY85KPMemxuJZRJpYaGhgagiXunEBVuAqDa4WZLca1/u8WoI9ZiaHP/Grv74LHMvvathXlEQcCkl4L62WhoaGg0oYl7J2GQBCRBID7c6B91i4LAhYNTg6ZINuGWVRRVpT3BFlVV8WrqrqGh0QaauHcSkgjx4UYiTIHTGBcPSaN/amQLgRcFXxk/AdBLAqIgoAKRJn3I8wiCQPtuAxoaGn9kNHHvREx6AYtBFxBSMepEnrl4ADePzSQ+vDHkAgztGs3lw9NAgD6pPotWk04kvjHnvTVUVUVt5whfQ0Pjj42WLdPJWI2+ydAmgVdVFaNO5MoRXbhieDqldS7qnG4QBF5YsBu9JDI8MxpJEBiSHh3y2E0WwoKggibxGhoaIdDEvZPRS4FhkyZBdnoU1hVUU+PwZdOoqsrZg5JxeWQyYiz0TLQS3k7f31qHx/8UoKGhodEamrh3MgZJwO5RfTH1xtG7V1FZkVeJwyP72zW9Z9JL2NxewvTtr6uqzad2jL9+sJIVBxpQRBEBsKou5tx3OmaTdoPUOHnpUMx9xowZDBs2DKvVSkJCAtOmTSMnJyegTUlJCddccw1JSUlYLBYGDx7MV1991eaxX331VTIyMjCZTIwYMYI1a9Z07EpOEAQBDId8qvnV9gBhb44K1Lu8FNc52nl8AeNRLLCtKAqbcgpYsXEf+w6UH7XzHAtkWWbM4wtYXuxGlnSogogiiNRJZk57YQW3vbGEjxZvO97d1NA4KnRI3JcsWcL06dNZtWoVCxYswOPxMGXKFBoaGvxtrr32WnJycvjmm2/YsmULF154IZdeeikbNmwIetxZs2Zx77338u9//5v169czcOBAzjjjDMrKyg7/yo4jep2Aoij+lMgDNW0Ld3vaNKEcpVVMi9bksGZbAT2z0hjcrxsJCbH8vHoX2/cWH5XzHW1Oe3IBsu7guoHmC8JUYH2lgqoL4873fsXpdIY4kobG748jKpBdXl5OQkICS5YsYfz48QCEh4fz2muvcc011/jbxcbG8vTTT3PTTTe1epwRI0YwbNgwXnnlFcA3ekxPT+eOO+7g/vvvb1dfTqQCwbIMzWtu/LSzFHcbq1WtRh0TsuPbPLaqqtQ5vSRaQ6dMdpQFK3YyekgPVHzFRprwygp2h4vyylr6ZiUFP8AJhsPpZOILq4Dgvj8AVk89f5k6iEWb83nlhtHHqnudzon0969xYnBEqZC1tb7VmDExMf5to0ePZtasWVRVVaEoCp999hlOp5OJEye2egy32826deuYNGnSwU6JIpMmTWLlypVBz+1yuairqwv4ORFQlIPC3uDyUFrvxNxGPF0AzIa2Qy1N92Gnx3uk3QygweGiT480BCFQ2MH3OtxiwhwdybqCGrzttFQ43tzy2tKAkXprqKqKSzKxZkch0Xr466yNx66DGhpHmcMWd0VRuPvuuxkzZgz9+h2sKvT555/j8XiIjY3FaDRyyy23MHv2bLKzs1s9TkVFBbIsk5iYGLA9MTGRkpKSoOefMWMGkZGR/p/09PTDvZROxd2ofZU2F3aPTKLVRJcYc8h9VKBLdBttVLWxIIiA3CjyNXV2XvtsCS988PMRhU5+25ZPbFQ4YiuVpMC30jbJaqKwxsmSvVUtCoOfiLi87bsJyQj8srWQHpkJyM72h8Y0NE50DjtbZvr06WzdupXly5cHbH/ooYeoqanh559/Ji4ujjlz5nDppZeybNky+vfvf8QdbuKBBx7g3nvv9b+uq6s77gLv01yVBpeHvblFrNuahySJjBvag+gwPdUOT6v7JYQbSQiyeMmXRimTX+OgpM7BhOwEjJLImTe/RE5eKRazkaLSah58cQ5dkmP49v+m0yMjsdVjBcPrVfDKMjop+NODIPgWaFU7POyvttMt1hK07YnAkC4R5O1zhxy5C4JAhChTIoNerwdV5e9fbua/Fw84hj3V0Dg6HJa433777cybN4+lS5eSlpbm3753715eeeUVtm7dSt++fQEYOHAgy5Yt49VXX+X1119vcay4uDgkSaK0tDRge2lpKUlJwWO8RqMRozH4as7jgc3lpai0hmv+8TZbcgr8lgKqqjJlbF/+etcllNs9/lRGSRTIiDbTM8EasOipaVwsCgL7q+3srWjAbJAQBIFqu5v8okoemn4eQ/plAGB3uvl03iqefP07hl7yJNu++TfpyTEt+hcMg15CFNp+iPMqvhWyeytOfHH/+2Wj+fqJhaii1KrAN4W4zuwTx6crG3A43DTIAhGa5abGSUKHwjKqqnL77bcze/ZsFi1aRGZmZsD7drvdd9BDHu8lSUJRWn9MNhgMDBkyhIULF/q3KYrCwoULGTVqVEe6d1xwywq7yxtYsqeCfSW1nHnzC2zfUwT4slqaRGTZb7tZtmgdp3dPYFRGDCO6xjC5ZwK9kyIQBN9nW2t3k1dlp7jOSW5lA7/lVxFu0HF6jwRGZcQyPiueCJOOU3qkMqh3F38fzCYD100bw4L3/kq4xcStj37SoWvom50c9PcDvr7ZXF7qXV4EQcDubj2t80RjajffDejQnIGm12k6D2/N38TFo7PZkVtGTGwEgibuGicJHRq5T58+nZkzZzJ37lysVqs/Jh4ZGUlYWBi9evUiOzubW265hWeffZbY2FjmzJnDggULmDdvnv84p59+OhdccAG33347APfeey/XXXcdQ4cOZfjw4bz44os0NDRwww03dOKldj751XYWbitm5ZqdNNTUUFJQTmlFXQsxMRn1fPG/vzDqlGwEAWL1RtxehaW7KiiotqMTRVJjwrB5vH6v9nCjjjGZsUiHlHFqKgQiHTrxqZPokhzDP246i3++0Pa6gubERlpYvmEfg/tlBhTsBvxWCjtL6/2vDUcxz74zefiKkYR/vY4vtlWh6PQHR/CKwoBIFYfNiTkyguSYMHYW15AIVNacGBPzGhpHSofE/bXXXgNokfny3nvvcf3116PX65k/fz73338/5557LjabjezsbD744AOmTp3qb793714qKir8ry+77DLKy8t5+OGHKSkpYdCgQfzwww8tJllPFOqdHh57fzHfrNqLOS0dY3g4mMPZtnNDq7VU77vhDEYOyvIX0V6xt5Knvt9JndOLJAooii8U0y8tgsl9E5FEgd6JViRRaCG2oWLIOp3E1eeN4uGX5nT4mkYPzOTb9QVMHpiGgG+SV8D39LG1qJaSel8euAp0jQnz/V/1rZZtumJJoE1742PJfz5ZytCBPXl/VA+So8w0ON0Ul9dxoMbJfz5ZijUykr+c1Z8FWwrom5WKwy3z1p/HH+9ua2h0CkeU534icazyfB1uL5Nve43KsDgiUpIBn+CKAvRqKODciQMw6CVWb9rHh3NWUFXbQM4PTxId6QsRbC6o4e5Zm1CbiWJz+qZaOf+UVCb3TAgp5KHof+5D7P7+Px3e79I31uD0ytx3Rg+izQYcHpmiOqc/O0ZWVOxumVFdI+mRGEFr0RlRAL14/EW+rKyCWsVEWqwFFd8TT1PGUY3dxXfrclm9r4LM1ARqHG7iLCZWbS9k9r0Tj2/HDxMtz13jUDRvmQ4y/Zk55Fa7SctK9ovv0K7RPHZ+H8yGg46Qp43szf1/Pps3P1/sF3aAd3/NA1oXdoBthfVM7a+0KeyqqrK/2s624jq8sszGjbuZ8+1y7PV2TAY9pZV1JMa2/0uuqCr51b5UwEfmbmfqwGQy4y3+CV5RECivd/HthmL6JIS3KuxA441AoB1p+0eVbdUqI7pZfLnujdt8ee8QaTZy+sAMKjwSOhFKKm3kFlbSI/YEeuzQ0DhCNHHvAL/tr+LLucvJPO1U/7a+KRH896L+/pFqkyg3Ccmtlx9sW2N3s/FALaEQgO1FdZzdL7nN/tS7vKj4JqwHDerOwIHd+d/LX7J5y15GXPYUv7x/L5lpcR2+TodH4au1hcSGG+gSa0YQoKjaSUmtLzTTNdbCwcDNIf0XBBTVl16p0x2fcgH//XYDf5kysEVIqwlJFEiJCsNVW8fmCgdFdoVIEZ6+bsIx7qmGxtFDK9bRTuxumfkrduLxeDFFRvpF/Jbx3RCE0LFwWVZQFF/GSVsIApTWu6i2u1uN3zehAsW1B/1QJElCFEVuv+1CTCYDFdU2rn/w/XZfnygIWI2Bw+1Km5sN+2tYn1fjF3aDJGA16QjlJ+/xyizfuK/d5+5M/vP5akb17oJeCv2nragq4VYzBRV1DEqP5Jv7Jh6bDmpoHCM0cW8nu8ptlJf7Rt2K7ItJxFoMDEiLbDOEIkkioigQYzGiE0O3VVSIDNOzs7TenyN/KL5c84YWfjWiKKDX6xg7uj+yorBmSx59zv03K9ohtB5ZweZqO8UxzCAhBVnJ2py8wkrqG46tGVd+SSm7iuowtsM+WQAm9k3h+kl9+c85PY5+5zQ0jjGauLeTepeX8HATALUFBaiKQmRY+827imodmA0Sk3onIIXQd0kU6JkUTqXdzaJdZdQ7faP9JidIWVHZXW4jp6y+1f1VVSWzW4r/dW5BJZP+9Dw//Rra2tbhkYPOAzTH5vTS4HCHbCMIsK+gnMVrdrXjiJ3Hne+sYXSfFPqnRIZ86gHfk9b8tbno7DVEhIe2ftDQ+D2ixdzbiVGS6N8vC6NRT3nOLqK7dKHC5kJR1aCx3eZYGmcYbxybyW951dTY3cit6M9pveP5dPUB6hpXsooi3DKhG31SIvDIKqX1TrwhvV1UZG/gCFxV4aq/v0v5r8+F6J+OMIOIwx3ak8WrqHzy3Wr+NG00uiD57qIg8Om3q+nb7di6SMbIdq6d2BsIHSZTVJWCSht2p4PrLvr9OkFqaIRCG7m3ky7RJoxGPRdfOBFnTS25y1dQbXOyYk9lm6NEgMgwn694vNXIa1edwvge8TSP0MRYDJw7KJkB6ZHcOD6Ti4emcdaARP48oRtmk468KjuFtY42hN0Xe9+0eW+L7Ta7i28Xbw6+nyhw4aCUoO+D76mgvriEZ978jpKKWrwtbiK+vj311nwKSqvpm932pHBnUV1Tw6h+Pm8hfwWsxvBZUz/lxjBWWU0DX64r4KmrNGHXOHnRRu7tJNFqJMKk44wpw5AVhS++XMT2b77lsfIDzHnyKsIMunbnpSdEmHj4nN78tCOaAzVODJJItEUfsH96XMdDBbKsUFlZy/oNrYdDFq3aybkTg5tiXTuqCwt3llNS5wrY3pTe6XW62L9yFYrXy+QbnuOJey/kvNNO8dsEF5fX8N+3f+CD2b/Su1sy/bqndvgaDpd5W0sZ1LOLfz7AZndx7q0vkhAbwdXnjiIjLY6K6no+/34tc35ez/ApY3jw7N7HrH8aGscaTdzbiSAITMiKZdm+Ss4+aySnTTyFtetzsMounnv7e26+dAJJ8ZH+9qqqIisqeVUN1Lu82FxeKupdOL0KYQYJnSQiCpAUaepwX6JMOmqcXv9KUkVREEWR6pp6nn72U/8I9VDCzUZkRcUtKxgksYW1QWSYnnevG8wLC/fw8/ZyfwxeVRRqDhRw4Le1qI0eNCUVtdz44HvERX9BdpcE7E43W3cXojQ+WZjaWey7s4gxGQIWTj37zg9szilAUVR+Wt5yvmHFD79yTXICH/3lj7UiVZZlPJ7W3Uk1Tnz0ej1SCPfW5mji3gGMOpHTu8dRZfeQX+1gSNeRuGSBGruHXdUuDGYX4SYdiqKysbCGioaDXyJZURElkXCdiKyqCCqc2TuRTUW1FNZ2LKskMcLIyIxo9lXaWbh2D6UVdaxbn8PqNTvwBCnkkZgYzelnjGTOlhJfhroAXaJM9E60Et4oxLtLbeRV2jmjTyLbF//KL5vyUWUZZ21wv5WKahsV1bYW2/OLqzp0TUfK1CEZvPnlCnp1S0ZRVd77ern/RtMaXo+HdWt3ctZTXl69bjDdkqOOXWePA6qqUlJSQk1NzfHuisYREhUVRVJSUpuRAk3c26DJJkDgYPm8bUV1lNhcJFhNWE06shMsxIeb/OGLrWW1fmFvmnBtPkqWAAWV/y3aQ3ZSeIdtBsINOsKNOgakRPDf5RuYs3ATcghXR1EUeeKxm6h0KgdH4yrkVzspqnXRLSaM5xbsYWfJQZHeu7UQR1V1h/rVnEMrOh1tBEFg6wFff4vLaqmztVF4QxCor7dTU13Fde+vJz3OzDvXDiXsGD9xHCuahD0hIQGz2XzY1hYaxw9VVbHb7f7a0snJoee0Ts6/5E5AUQlYYu/yyOyvamBbSR16nW/BUEWDm5gwPfGNKZKCIODyyORV2f37tZZJIwg+szC9TmRvWQPZieEd6ltyhM/HXlVVJo4dwFcLghcfBxg3tj8mo6FFqqMKeBSVJXsq2VUaOPqWwsI61KdDOXVEzyPa/3BQrRb++uyX/OPGM9vVXtTp8IZHEeasp7xez02fbOTjG4Yed1+czkaWZb+wx8bGHu/uaBwBYY3fy7KyMhISEkKGaLRsmUNQFJU95XYcHgWnx4vbK+PxykiSQI/ECC4YmMbYbrEkWo1kxJjpnmANyJYx6ESy43xeMkqILBpRFMiIt7DpQE2H+pceZcLUuEhnW4kNa1oKWd1S/I6ThxJuMXHhBeND5rAnRYURbTEEbmtWOrGjCILAjHsuPOz9D5dXbj6Veksst874grSk6NApqqpKREoKkl5PTUk5dU4v+8oauOfjNceuw8eIphi72azl858MNP0e25o70cS9GW6vypq8KmItBiRRxKTXoZNE30+zVZkRJj3DusSQEG5sUYRZEATKbb5sk/b4bVbZQi8IOoiK1yvz4KPvc8M/32dnfgU7y2xIksjf7ruCAf2zGs9/MBUwq2sis16+nZjotg3EBnWJZOqAJKYOTGJgl0isUVYiUkKnRgbjxgtHEx/dsaeRzuKTeyaRNaA33Qf3C35zFQQs8XGYY33VqurqbAiiiFkvUukR2/V7+z2ihWJODtr7e9TCMo2oKpTVuxiYHhNQ8k6g5YfZNCKMCzdSXOsgOfJgCKPW4aG2cVVpa4Nps14iwqRHUVUKaxx42lHIuenJ4P0Pv2fFhr2s2ABCRCRnThmOKIpYLCbuu+cyiksq2bJlH7Ks0K1bCoP6dKVnWiQr89qOnQ/qEuUTNQF6J1sZ3yOO2REmVv6wmOr9+S0Ez1c9qvVjvf3Vr5RX2/jkvze2KCpyLPi/m8YAMNbhZd3iVTRWFve9qaqYY2LIGDMGodEGWHD5bsY+0zM1iCWahqoSsPDuRPPv1whEE/dGbC6FOKspIMTSZHUbDAGwe2T/RCpAvav1R6UwvcSAlEjimxXC9qQp9Eq0sq+yoc2l/3PmLmPJ0k0ARJgNJCfFtrjpJCfFkpx0MKbq8CrEW/RIgoAcyoSssf/ND6eXRC4amkq9cwwXDrwIpaSA8qp6hvfPYMTAbrwxayn/ee07oiPNjB3SnftuOJOsjESWbczl6wXr+PbH33jry2Xcetnxc1ocMqw39QYLdYXFuOptiDodkelphCfE+4RdUagvLSM1Ixkn4FWU4yLshdUOHn5nIQdqnFhTUkiNNGNzecjbvovd+0tx1vvmQ0zh4cy4ZQJXTx5yTPunqOBV4NDkIy++AYxObH0go3F80cQdkBXQSUKASENoYQef+Osl0Ze73opZVdOxjDqRMZmxGA6xwNVLIr0aUxE3FQW3AhYEAYPxoI9Nnd1Ng92JoighJ1R0ooBBJ9EjwcKO0pbpiof2szlNMfyBXaI475RUkiOzAt43GnW89fj1XDB5ME6vzI6SehbtqYBwK+deMJGp545j9eqtKIoadD7gaPO/KwZzvc3JVrMFSadDaBZaUxUFr8tF1batxJ8+AVVR8MgiitPZ7tHoyo37+GTeahwyWLpkYom0khFr5rpR6ZgMLb9aqgo5eaUUldWQGBuBaAnjgwVbWLFuD+n9+jCyi45FO0tw293s2Lydkpw9yG63/zHJVlrGLQ/m8+JX61j7+p8762MKiayAJ8TDZVPigV6E4/CQ1oJt27bx8MMPs27dOvbv388LL7zA3XfffdTP6/F4+Ne//sX8+fPZt28fkZGRTJo0iaeeeoqUwwxvHimauOP7421N4A4V+9bwKmpAbLeywdWiTbdYCwadGDRzJj3aTG5VA3XOljnqZWXV1NY1MHxob2qqbWzdvJuCkmpWr97O2NH9g/ZLANKjfOEii+xi2dKNjBs/CFlW/NfVJLrBrlEUBQZ3jcKj+Ap5xJj1/px4s8nIBZMHIysqq/dX03CInbGkkxg5agC/5lYxtlvMcYv3vn/zaC757/dsyy3CkpKGpNchu91U7svFVVxA34mjsaHDGqYjJtzA9vXbgXEhj5lfVMWp1z9HUXkt4QkJuB12vI7VSAYDUelpvLO0L9ePy+S2id2QZYVbXl7KlrwD7N20nYaag4ZvCfFRxKck0GP0CHA6WVHp5ZYz+vHftxdQtD0HtdE+oXn8S/F62b52G8999iv3XT7maHxkB8+lhhb25vi+Q8d/BG+32+nWrRuXXHIJ99xzzzE97/r163nooYcYOHAg1dXV3HXXXZx33nmsXbv2mPWjOZq4N9KakDu9CsYgogxN1YmcZET7Zq+r7W4O1LRckNQl2hzyKUBRVdKjzGwrObhYKCcnn08/X8jevUX+bRdOG0dhiS9+vmnzXvbtK6Jr16QWcW1ZVvwjdoB/PPc13y3dypxvf2XMmP5ERYZTU2Nj1Mi+JCeHTo3TSSJr8mv8r5OsRoamR3LaqD4oiq8aVDCfelEUKLW5KbO5SbQaW21zLPji72cx6r5PCWuowFFbi15VyUqPp6Fnd2yKSlSYngizjqKdewjTCXQ//z/snvtQq8eyNTg55aL/YHd6EHQ6bI05x+AT3vKcXVTs3sNLpSP5cdUeuqVa2VNQxJalazi0/lZZeQ1l5TUM7p9FjlPiL2f0paCkgoI9uQeFvRVUReG5mcuOuri3YzqoRfvjXYFr2LBhDBs2DID777//mJ03MjKSBQsWBGx75ZVXGD58OPn5+XTp0uWY9aWJE+BB6vgSyofL0CiarRmDKapKhc1FZJjBPwLeUdpyJacg0GbhCAEwNQvZbN2Wy5NPf8K+fcX+bdlZqZx/3thmi5BUnnnuM3Jy8gGfoDcZZNXVNTA+KwarUUdpZR3zlmxBlhXKymuYPWcZ733wPbPnLmPP3gLkECLSGqX1LhbvrSQxPgpJEsmvtodsL0BA3v/xwuHyMGBgFnkFZURldiMsIYn4cANWTz17lizjxw++ZOvqTVRV12GKS2DUza+0epx/vTQXu9M3r6J6W7+pqYrCqKxEkiKNbN1XxubVG/31W1vji9lLmNg3nc9/3synXy7DWRO6Wheqiq3y6K4Abip+3hEUtX0ZYn8UamtrEQSBqKio43L+P/zIvbWFnU2jeEkUqHN6MOslJBF/NokoCFQ0uNhX3sCwrr50OrvbS5Xd96X3ygqSKDRmY/gKYYQSeBVwNQ6TFEXl3ffmN4rBwW/K2VNH+rN3mrbaGhzM+O8ndO2axKABWej0OvLyStiwcRc3r3sZgNyCiqDL8BcuWs+4sQM79HmpgM0lU1DjoFtcOM42nttVfFWsjjfmMCMbd5dy+dVns/LXjezbV4zHbsdZXeNvIwgCBdtyMFnDEYTWP7OPvlnV5rlOO2ssklkiItKK90AZDlvom5uzwQ71VQzMjGXB1wtCtm1CDbEiuTNozY66PSgqIesV/FFwOp384x//4IorrjhuBcv/8OLefDm+ikqV3U2s+eCCngiTnnqXh2q7B6+i4pUVahw+wR/WNcZvK9Akzi6PTIPLS0yzrJgDNQ4yYoKHZkRB4ECNb7l8zq58yitqWrQZNLA7kiTRrWsCe/eXBby3f38J+/eX+F/HRFoos7mItxiwWoIbk+3dV8TXc5Zy4bTx7ZpfaM6BGgfLl2/GkpaMMSz4OQTApD/+D4jzHjiDKY/NY/NekRGDeyLKMhtWbAxo03QzddbbQBS56NHP+erfl/rfn790q3/UDoAA0V27Et+jO2GRkYCKWfViMeuoqahlR1EDRTvbV25w094yogwi3iDeQIdiDD8+6wjaQhu4+yZXL730UlRV5bXXXjtu/Tj+37rjjCiA1+tl7YFqFuwsZVVeFU6PEjBqthr1dIk20y3WQvf4cIZ2icZi1OHyyv52TaGZjfm1LUbp+ypseGSl1UU1qqpSWOugtlE0ystrWrQRBMFfGOO+e69q85ruvO0Clu6tYkFOBV3S4slKjw+aATJ7zjJeeuXLAG/29kyKFVXUcdcTM5n3/WqUEKNIFegaffxXRsbERFFbXU99eRXf/LKVTWu2hN5BUdiRUxCw6YZ/vnfwhQBdR46ky4jhhEVH+6qqiBJOnZECt0R4bAygttvBz2w24ZHb79bYp3fXdrc9lvzRB+1Nwr5//34WLFhw3EbtoIk7AioLdpVTZnPhUdTG3PUgsVRVpcbhYXNRLbvL69lUWENRnRNF8cXfAXYW1WE2SgE3B6dX4dfcSmrsgV9eRVHJrbKzsbDGv83SykhbVVUKCstRFBVrpJnH/nVNq+mFAnDnreeT1dP3xa93eVm6r4p/3jo1aCxUECDCakGv9z3ETchqXHkb7ANr7HdllW9+4eeF66iusbUauxeAWLPe74XTGnaHmx+Xb+PrBRvYsbc4aLvOYPcHf+FAXhHdu8SieNsOFdU1y2xZtm43dbaDmVCxWVlEpae12EdpjFXvqVM5dVAXep/SH7MltE+PyWRgwvAeJCfEtes6LPFx/PLCde1qe7gcbmjleGfLHE+ahH337t38/PPPx93H5w8fltlRWh8QXxyUFkWM2dAiRKGqKluKa8mvdvjj3pV2D5X2GvYYdaiND6Rpsb7wy6H7290yK/IqCTfqiGxcoVrReENpTv9+3QgLM+JwBKZULvh5Lddf6zPEyszuwgfvPsiq5Rv47oc1KIrKuNH9OPOcsYF9BhwehaHD+vDC/Zfwt2e/RpZlRFFEVVUURWX8uEFcfdUUwCfGK3OKcTfYITI66GcmCLB4yUbAF/f/zxMf8Jdbzqdnj8CMgNQoE0OCFBCXZZkb/vkBXy3YEDAn0CcrmY+f/hO9s45OFafi2X8j7fKX29VWanZHfOz/5vn/r9NJxPfoHnJ5pldRccoCbq+b9N5Z5KzdGrTtgIHZzFmTh97rJiEhmvLymqDVvSSDnpL5Dx31lb9NaY0dmVQVT4AVq263m+3bt/v/X1hYyMaNGwkPDyc7O/uondfj8XDxxRezfv165s2bhyzLlJT4QqUxMTEYDIY2jtD5CGp7asT9DqirqyMyMpLa2toOPQrN2VyMt/ETiDHrGZ3Z+uhpX4WN7aWtF6X2WRT4vgj5lXbSY8KOKK/7hx/X8MmngRNroihwx/QLGTLY57bYkeNHh+k5rXssH67MZcXKbZSX1xAeHsbIEX1ISDgo4qqqsnnLXp5/8XP+/tcr6d2rC6LYMs2yttbGgYJyDAYd+/eXsPCX9ZSUVJGWGk9WViqXnjGYyycNxBwkL05VVYZfNoOtu4tafd+gl9jw1b/olh7f7mtsi6bsD0WFt7/7jfse+bDN8oiDxw3l15euByB65N04G1M+RUmi/8WhjdEEoHeKldRwiS27iqgsKWXzyk243Qef3nQ6Hal9sunfI52hPZIosHuxVVbz5acL/OsR/McTBARR4O4/TeGJ285pcb5Qf/9Op5Pc3FwyMzMxmdpfHOZQZ9S2MEjHf+Sel5dHZmZmi+0TJkxg8eLFALz//vvccMMN7SqPeaTnBfjll1+YOHFip52rvb/PP8TIfeXGvTzz7k9U1dnp3iWBR+44j+S4SF+8vdnvNy3K3GrBa0VV2VvZEPT4KgdTwCLN+iNesHPGlGF4ZZmvZy/B45GRJBFZVnjn3Xl0T4khpWsyDY3fOhFoK2/C5vby485yLJYwJk8aGrKtz2FS5PkXZ3HlFZOZMG6gP96vqiqyLBMdbSUqKhxRFOnRPZ0zpgznk08X8ONPv1FWXs34odlsK/HdCOMsBtKjw9A1+9a/9PHCoMIO4PbITLvj/9g0++FOWfx0qEjdMHUYq1fv4IsffguaSWQw6PnxyYOTqc5mufztEgXBd0OurakmIyUSj1dh4vlnYLRXU1FjIzLCjCBAcmYX9lc52FzhwlFv542bx1Jj87B3y0527yn0Hy4zI4nXHriQ8cOOXWlAUfCtPG3PQib9CWJBkJGR0ebvJzc3lwkTOtcWoz3nPdac1OJud7gYfeV/yckr9W9bvSmXj79dzXUXjOF/D14RkFoYppdazWixubz+bJi2CDfqOpR5YtSJGHUiLq/iP4cgCJwzdRSnTTyFA7vywO0mNSGKc04dRLjZF79WGtMiV++voqIhtLOkR1bxtCOfXRAEwsPNDBvai5WrtvH+B9/z5ZeLGTakO28+eg2/7i5HksQAJ8ym8MDVV05BVWHaeWMJDw8jv9qX/bO/2sGW4jrGZMYQazGwfW8xD744t82+7N5fzqzv13L51GFttg1FsNHnU/ddzOadB9iZW9LiSymKIsMmDCM8/OBEcHp6AgUF5b4UVUWBhnoEizVodoiqQmachT35diySSJjiwWw24pYiMZkimP2vs4P2efbDFwBQVlVPWWUd8TFWEmOPz8ScJPqeSlvzloHfp7fM999/zyuvtL6O4WTipJ5QHXPVMwHC3pwPZv/K46/NI8Z80LPF5Q2W0dK+8+lEwZ/f3haRJj0jusYwuWci47PimdQjgeFdorE2qwRkNpuYevoQzjl1IBt25DPuyifpf85D3PzQ+6zbmocgCHSN6dxMFEVRGDP6oJe7rcHBL0s3s3BVDpIheP1GWVa48vJJmM0mX34/B2+ablll2b4qquqdnH3ryyHL3zXnpY8XHfG1uD2t39SiIsz89N5feezOaURG+D5DvV6iz6CeXHDpJH7+75UB7dNS4wImsfM2bAoq7IIAEWE6YsNE8nJyqSyuQDJI5Ozaxdh0E/NDCHtzEmKs9OueetyEvQlR8IVcjJJvhK4Tff8apRMjFNNR1qxZw/Dhw493N446J+3Ifc2WXHbmloRs88rHP3PXDVNYvLcSgMIaO2lRLTMbwo06JFFAbkOUvO0UragwHaMzYgPyxgRBIC7cyFiLkd/yq6h2eJAVlbmLNvLcS1+igr/w9ZwF6/nyh7U8euc0br/qNOIshhaj947mrTchiiIRVkuL7TlF1QxJTgwqaG1N8HkVlR/W7aOkIng91kPZsOMAsqx0ePLwg7krefTVeRSX17Lv56eJjjx4PV6vzI/Lt7J2ax46SeLUkb3Y99MMtuwvp2dqNFGW1jN7kpJiA0b4tYXF6CuL8cQmt7A/DjfquHhoKp9+9B2rVu8IOM7POrj9ytM6dD0nCoKgLVD6PXHSivtz7/3cZhun28u6LbkM6dGFdQU1lDe4Kbe5iLMEZstIokDXaDP7gsTdhcY27RX3QanRAUU1mhAFARWVkRk+IdmcW8oNL3/lm1xr1s7bKPL/fmkOg/t0ISy+5SSw06MQdhhGH7IsU1Lacmm7y+094gUqDiS/h/rR4oHnv+bFjw6O+MPNByecNmzfz1V/fZPi8lrfPIKq8uy7PzCwVzpf/e+WoMIOMHJ4H2bPWRawbe3Pyxk6cgA9RpyCzeNzFu2eGE7PZCt6SUQUW37+x8shU+OPx0kblqmpb5+fSUlFLSmRYZzXJ5HMaDNbimoornO2EKCeCVaiw/Qt9hegcbKwpWAZdSIRRh1G3cEvdHSYz1kx2Ki6absgCMz7aS2KogQVVZ0k8t/3FlBcfzBtUlZUNuyv5ofNoZ9amvexOZIk+dMcm5Obd+Q56KIkdUjYB/RM69CoPbewwi/sktFATFY3/m/hThbtKGVfQQXn3/YypZW+JwevV/bfJLfuLuSsP7+EM4gXP/hCD4NP6dFi+9pVm5n18ofs+WUJw5MNJIUd9BJqqo7VnIunHFsvdo0/LiftyL1Pt2SWrt3dZrvBvbv6sgJ0IkO6RAKRqCrsr3JQ3eAhPTaMzYW1qMCIrjFsLqqluM7pNwRLiwwjwWpkZd7B0W6EUccpaVFYTQdvBk6PzPbSOoQOrOH7df3ukPFpr6ywbkvg8nYBaHDJFFQ7kBXVb4/QGqqqkmAxUuvyUOf0oqoqK1dtY/uOvBZty4vK2xWaCoaiKOxoNDlrL/dcd3qbbWRZ4bulW3j3619Zvm4PAMkD+hPfswcIArO3lDN7awUVW7bQ4HC1+nnKssLu/WV8vWADV57Teix2Qs9E4qZfwAv/+4LtO/YHrOhNTIrl7LNHUVhYwfBm2SxjRvdj+a+b2bot178t2PE1NDqbk1bcH77tHF7/fGnINikJUXTPSGxRZEAQICM2jKTIMBweL0W1Dtxeld6JEQxOj8YtK37HSICyZisXI8N0jG0lV96oEzklNYoDNe13SGxfzPyQ0I4osK+snkl94xGF0LH39CgziqLSLymCn7YW8uNPa5j77a+ttn3o1rNIT7CwvcR2WOEZURRZsLD9vtaDeqVx+VmhM2Vcbg+X3fcWPy7f7r/xJA/oT3yvni2uuXRfXsgbpSgIfPHjugDx9fkN+f7tm5FAhb2Q++65jNWrd7B1ey56vY7oKCumMD1Gg54B/bq1OO4lF0/0i3vPzKR2X7+GxpFy0op7dKSZu645jf991HrGhSDA209cjxiiwIBJByI6zumXwr5yG43p3gHC7nstYNKJmA0Sp6RFNR4/8KBNseb0qPZnt0wc1pNVG/cGFSVRFOnX9+DCCUVR2Vtu47Q+iQzu4ltpO39rKd0SLBwaOIq1GOiXEoGAQK3DQ+WeXOZ8szzw+k0GVFXlb7ecjTc6jm0lwas5BcdnpTn/+1Xs3Nm+kXt6UjTfvX5Hm+0ee+07Fvzqm7CUFRWd0Uh8zx6t3swUb2jfFkVVqbU5/K9lxZf+1/wzG90zlaV7yhg1sg+jRvVt17V0y0zBaNTjcnl45/Fr27WPhkZncNKKO8BT915IXLSVp976ngbHwWyS9KRo3nr8Bsac0q3N2X+DDkRRok9KJJ5mj+LNR8SRJj3hBh1Du0SjCxEjDii83Y5R+TXTRvP8+z/5JjNb85RXFC49b7T/eF5FISs+nF6JVnokWNmYX83echtn9EnA5pZxemRMeom0qDCff0xjH2IsBv506QRO6d2Fh1+aQ0xSHJMmDSUl+eATyOHa9lZV1PLZl4tZuWpbm21jIszcfOk47r72dKKsoW+CDQ4Xb8xaFpC6GpmWGnT9uzHciqOmJujxJEmkV+PIOlhpObWxXUfX2IdbTHz1wp8Z0ufYF2zoTBwemdJ6Fx5ZRS8JJFqNrZaX1DgxOKnFHeCvN0zmrzdM5rcteRSW1jCgdxoZKXF+y4D2oGvM7ZVlAa+s+AX8YGFpgYxYc7szIdqbopgUF8nHz9zMVX99E49X9o/gRVFEURSuu+YMrjxtAFuLaym1udBLIjFmAz0SrMiKSrndxVn9EumZ6MuTbrIrVgC3rGBsfBSRFZVah4dRp2Tz3BM3++2Hj5SxmdGc8/h7bNsTfDVqE9+9fjunDm8ZTgnGppwCGg7x35EMBl8MpZVjxGZnUbB2XdDjybLCny4a4/PfD7FeLcKo9/v2t4Wq+qpXHPj5yeNWZrAzqLK72Vlmo7jWFfAkIwDJkUZ6JYQTYz723ikaoTlps2UOZVj/DKZNGkS31LjDNjiyGEVWrN3JgWbGTk3/JkWE4TgKRSlOG9mb797/O2dPHUV6WgIpybFMHD+QJ/5zE5NOH8rGwhpKG2P+guAbTSmqyoaCGlyyik4SUVSVHSV1LMgpY9X+Ktbsr+LnnDLWF1TjblwV6/AoFNU6Ok3YAeweheiI9oWhemYkdkgAW0u6cTc0BBTBbk5MZgbhiQlBjxduNlJvc7ZplNU1tmOLxtIiTb9rYS+sdbJ4TyVFhwg7+J5kimpdLN5TSWFty/KSx4O33nqLcePGER0dTXR0NJMmTWLNmjXH5Ny33HILWVlZhIWFER8fz/nnn8/OnTuPyblb4w8j7p3Fc+8v4JRzHmba9FdxuH1+I00Cb9JLLSooHSllNhdlHpFLLz6VJx+/madn3MoN10+lS3oiAJX2wMVLO8tsLMwppaTe92VzeRXW5Vezt7IBuVm/VKC41smKvEoURcHm9pJXZe9UP26dKHDf9ZPabJcQYyU1MbgLZWsM6JFKmDEwNbW2sBDZ42n18xdEkcxxY4nt3rozoM3uYuqtL7e58M1q1NMn0RqyTdPfQEFhOc98n+O/gf7eqLK7Wb2/us0bnqLC6v3VVNlD22AcCxYvXswVV1zBL7/8wsqVK0lPT2fKlCkUFha2vfMRMmTIEN577z127NjBjz/+iKqqTJkypcOlLDsLTdw7gKIoLF+3B1lRWLY2hzNvfI59pbV+215JFHyeL500UludV8lv+dUBotweXHKgiJfaXK2285XM87K/2kFBtZ3KBnenVdIRBUiKMHLmuH50SwvtU/70faEdFlvDajFxw4VjAkJhqqz4Qy+HCryqqgiiiK20dTuKJl6ftbTNm3O3uPAW6wOaI8syPy34jceemklhnZvbX/6Rlz5exP6io1v3tLPZWWZrt+WvokJOWXBzvWPFJ598wm233cagQYPo1asXb7/9NoqisHDhwqN+7j//+c+MHz+ejIwMBg8ezOOPP86BAwfIy8s76uduDU3cO4DPNvbgX/uWnAKGnvsvuo6/l7FXzqDfOf/it825LUI2hzuS10viMalss6fChldRqXO2vxJQW3SPt/izin77/EH6tOLPLooCz/71osM2B3v8zvMYc0qW/1gANfkHyFv+K866gzYHqqpSX1xC7rLluOqC2DaLIlFdu7CixO1f3NQaquqbnwhmJKeoKhs37+PjmQuIysgAVWXp7kruf/5rep/zb/7y2Ezc7SyldzxxeGSKa1sfFASjqNaJI4iXz/HCbrfj8XiIiYk5pudtaGjgvffeIzMzk/T09GN67iZO+gnVzkSSRAb36cLGnQcC0hOdbi/bdvse+6ZNf5ldP87wxXBdXn/+9f4qOz0SrBh0YtBaqoeSGWuhqO7wYplmvURmrJkdpfVtjr68ioqsqOwusTEkM7pd/WuaTG5eYk8SRVQgK9ZMv6SDoQtzmIF1X/6TLbsKefHDn6lrcDKkT1fuvW4SBsPh/wmGmQx899odfPHjOt75ajm5hZWEm43kF5ez56cF6C3hSAYD7oYGVI8bNcgHYY6NJXPsaHQmE4qi8OmaA1wzqmuLJzBFUREE2Fka2h9H0OkJi44irodvIZUgSY1zBCofzlmJqii8/sjVh33dx4LS+pYx9rZQG/fL6GQzuyPhH//4BykpKUya1HZ4sDP4v//7P/7+97/T0NBAz549WbBgwXEp1AEdHLnPmDGDYcOGYbVaSUhIYNq0aeTk5Pjfz8vL82ePHPrzxRdfBD1uaWkp119/PSkpKZjNZs4880x27257denx4I6rTw2edy4I6CQRg6Ri0IlEhhkoqXOwJr+K/BoHv+VXIStqwOg/1Kg+2mygT9LhOQLaPTJRYXoSwoP7pTRHJ4mYjZKvf63URD20nzW1Nt5+9zvuuPslPp21EMFhp2+SlbN6x3NKkOpL/Xuk8s7j1/HFC7dw/81nHpGwN6HXS1x5znAWvncv+356gs1zHmbNrAeYdtogvA027JWVyC4nU0b3ZtQpLRcZ6c1muk0c78u0wZeJ9N6K/SzbU4Gs+GLnTSP5GpuDH7eXUloffEQrAPkVNrJOnYik14Gq4qyt9b+vqCoffrOK3IKKI772o4lHPrynTe9h7nc0eOqpp/jss8+YPXt2h4qUHAlXXXUVGzZsYMmSJfTo0YNLL70Up/P4TDZ36Nu1ZMkSpk+fzrBhw/B6vTz44INMmTKF7du3Y7FYSE9Pp7g40IPkzTff5JlnnuGss85q9ZiqqjJt2jT0ej1z584lIiKC559/nkmTJvmPeyJx2ZlDWb0pl9dnLfUX0QDfqF4ninz23M3+HG2dCP2SI+iVYKWswQOqrxjf+v01pEWHYTZI6CUBYxAfefB5zJsaPd8dHgVBAKMkUudq+9He7lFIizJTEkKMmtMnJYJtRXVkRhkxm40oioJOklCBmhob730wH1X1+eTv2VOAoqiIosC6Ndv54OHLWJVXy4o9lUSYdEzsGUdcO28snU2PjEQ+eeZGaurtlFXWExtl4d2vV/Dwy9+0aBvXIxtRFAOybFRgUU4ZNpeb+bN/ITLcTF5hBQvX7OKsGy7louGtP2Yrqorbq5DvNSHpG0VOEKjcG2gRIQoCXy3YwF9vmNxp19zZ6A/T/lF3gthGPvvsszz11FP8/PPPDBgw4JidNzIyksjISLp3787IkSOJjo5m9uzZXHHFFcesD010SNx/+OGHgNfvv/8+CQkJrFu3jvHjxyNJEklJgUusZ8+ezaWXXkp4eHirx9y9ezerVq1i69at9O3rW/X32muvkZSUxKeffspNN93UkS4edQRB4Pl/XMLk0b15fdZS1m/Px2TUc96pA7nt8glkd22ZbqeTBJKtBt+qRxUGdYnixZ93MW9zCREmHfdN6cG47nF+gW8KeaiqSnGdg1O7JzSmb/reL6138lt+dZt93V/RwOdrC+iVYiUlOqzNcIsgCPRNiWDP3kIWL9lIj+5pjBzYjVG9U7nrja/YuHEPNHN11EkiBr2Ov955MRe88RsNLtk3qayoPP/zHi4enMqdp2cFVGE6lkRZzURZzWzKKWhV2Pv374apVw/casv+7SiqZ2hmDLnlNlbNW+1/Wlu1bD3xkSbG94z3e/eojTdtj1dhe2EdHtlX0EMQRQrXb8BjD7ScEEWR2nYa2x0vEq3GFqua20Jo3O9489///pcnnniCH3/8kaFDQ1ceO5o0ZU25XB2bu+gsjui5uLbxcTPYZMW6devYuHEjr776atBjNF1488cmURQxGo0sX748qLi7XK6AD62uLnQctDMRBIGp4/szdXz/DuwDOqnpAxf419SeXDuiCz/tKGNLQS31Di/ju8diMelwuGXMRh11Ti8DUiIDhB0gzmJELwltPjr/a45vVei2ojrO6JdIz2Sr/6YRKqMnOysVg17iX/9+l9XdU7nq8wf4+n9/4YO5K3nj86Xs3l+GJczIJWcOYey4U3h2WZF/4rfJWExV4Yt1vnmIeycfvcLE7eHNz5ehk0R/eCUrK4W777yEqMhwXl6wx+czcAildS5sDg/nnzuGtety8Hh8q4RLtm7lO51EXkU/BnWJIjnShKzAnjIbYQaJosYKVA0VFZTt2El9ScvsHI9Xplta59WHPRqE6SWSI40UdWBSNSXSdNxXrD799NM8/PDDzJw5k4yMDH+R6vDw8KADzM5g3759zJo1iylTphAfH09BQQFPPfUUYWFhTJ069aidNxSHXSBbURTOO+88ampqWL58eattbrvtNhYvXuyvRt4aHo+H7OxsRowYwRtvvIHFYuGFF17g/vvvZ8qUKfz444+t7vfII4/w6KOPttje0QLZJxKqqjJ3S4m/rmtGtJm+yRGtCnFeVQNbi4Pf0BZtL2P9/pqAbb1TrAzNiMLSWO0pvNG10qQTiQozACpVdg8ur4wgCOTmFfPuW3PZMa/l59zEte+tY3dpcDMxAfjwmv50T40JWHh0LNf1jLziKTbtLAAgMzOZf//rOn9Fqc9XH+BAlaPV/psNEjdPyGT//mJee30OZeU1/pujwWJmyIQR9OiTRaRZR5/USJYtXsenXyxGVRXUEBk3YSY9+3+egdXSeXHgo1Egu8ruZvGeynalQ4oCTMyOPe4rVTMyMti/f3+L7f/+97955JFHAJ92vP/++52aolhUVMRNN93EunXrqK6uJjExkfHjx/Pwww/Ts2fPTjsPHIMC2dOnT2fr1q1Bhd3hcDBz5kweeuihkMfR6/V8/fXX3HjjjcTExCBJEpMmTeKss84KOdn4wAMPcO+99/pf19XVHbeUo86i3OYOKNjdIyE86Ag7I8aCoqjsLPNlwzQ9QosCuNwKG5oJuwCcNSCJPqkRKIqKR1bIr7IjVztJiTJx2oAUzI2Tm4qqUljjYEtxLRldkxjQu2vQ/hbWONhVGtpMTFFVTrvnQ9IkF5+98BcS43zCIzXW3jwaIi/LCp//uI5n3vmRnLzSgAnwq6+YjCj6rJp7JIQTJkr857sdrR7H7pZ5+ec9XNwnkscevIb8gjLy80spKqogKj6K0aN7Y9DryM0r5rU5C9i0eW/IfjX9jl564LJOFfajRYzZwIiu0W0uZBIFGNE1+rgLO9Auwc7NzWXixImdet6UlBTmz5/fqcc8Ug5L3G+//XbmzZvH0qVLSUtLa7XNl19+id1u59pr23bCGzJkCBs3bqS2tha32018fDwjRowIGS8zGo0Yjcc/vteZOJuFBwyS6C/6EIxuceGkR5spqXPi9CqYdCJJESb+t3APYjPv9WHdoumdYkVRVJbvrmB9Xk1A1agft5TyxLS+pEWbEQWBtKgwLAYdK/MqueTqKUHPX+9sR762qiLp9WzcvochFz7C5m8fIyYyHFkFRfbV4OxMgfd6Za69/z1mL9zY4r34+Ch69EinW6yFPkkRqKrKxJ7xLN1dztJdFYGj90aPmiSDl9TUOPbuK+LZl7/G7T64FuDrOcvR6yTuvOMiJk8a2qa49+ueysO3nc05E4/dBN+RkhppYmJ2LDllDRTVOlt4y6REmuiZYDkhhL09qKrK4sWLgw5KTyY6JO6qqnLHHXcwe/ZsFi9eTGZmZtC277zzDueddx7x8e2PLUZGRgK+Sda1a9fyn//8pyPd+91jarbqsX9K6+GYQ9FLIunRgXnFJv3B44gCDMmIRhAEfthSwrbClqGc/Co702du5O1rhxBv9blFxlgMJEWYWLKrnIosN3HhLb+8iRFGRIHQj+2CgKvBt3KxweHm9sc+ZuZztwK+UaxXgc4M077++dJWhR0gOtqKUSfSq9E+QBAEJAEePqcPX68v5It1BZQ1ZhbpVS8HNmzhrr9fjCRJ9Oiezuuv3sua33awZWsuiqKQlZXK2NH9sTSOwm/983l88eViKqsCP+P0pCh+ePMuMtPifpc+MzFmA6MyDH5XSK+sovudukIKgtBq2OZkpEPiPn36dGbOnMncuXOxWq3+yYrIyEjCwg4Wlt6zZw9Lly4N+pjSq1cvZsyYwQUXXADAF198QXx8PF26dGHLli3cddddTJs2jSlTgo8aT0biww3oRZ8rYVSzKk4dLXY9LjuOLxsnM6MtBixGHaW1zlaF3Xd8qHd6+Oy3A9xxmm/yU1FV0qPCWLitjKyEcC4ZlNwi2ybabGB891iW7a6ktbldVVVRvF5qCw76eiz4NXD+RVZB17qRY4dRVZVXPvkl6Pt1dQ2kRoa1WPUriQKXDE3joiGp1DQ6PoqKh/99LaLXH/yK6PU6xozuz5jRrU+kjx7Vj5Ej+vL2u/NY/usW/3a3R6Fb+ok9gdoewvTSCbVASSM0HVrE9Nprr1FbW8vEiRNJTk72/8yaNSug3bvvvktaWlpQcc7JyfFn2gAUFxdzzTXX0KtXL+68806uueYaPv3008O4nN83giAwuLHYh6IGbu+IIdmAtEj6pUQgCQfrNG0vqgspoIoK328t8Z9DFASMOokGt0xVvYuHP1hC73P+zZNvzMfrPRiOuf3ULCxGXQtf/KbjFKxdh9rMOCnU0v4jpbKmIaR/S0lJFV6nq1VHSfBdc4zFQIzFgFMRGDK0d+sNgyAIAqIocPON59I9OxXw3Th6d9MqMGkcezoclmkPTz75JE8++WS7j3PnnXdy5513dqQrJy3p0WGoqFTb3ZgNkn/Evqu8nu5x1pAC3fS5CoLAkxf0459ztrK9uB6nR8bmkttMWra7ZVxeBZNeYv22/XwyfzW1W4tY4SljyqmnUFJZz39en8+LHy1k3Rf/JD05hrToMN65bjAvL9rLkl0V/v46a2op3rKF+uL2FeruDHQhzLyyslKIirSya28h/bqGNjJTVZUtJa170LRFkyXDDddN5UBuIadkJ3L6sJ64Zd8k8uHaTWtodBTNW+YEpEu0Ga+stigaUe/yEGHSBw3RNG1XVJWIMD0vXT6I9fnVrD9Qg8UgIQit+6A3EaaX8LjdXHD7G6xav8e/PW/7Hr78egn9+maydVsu9Q0uxl7zDPt/ngH4bkj/vagf//jfN7z1zW/Ibg9uW+tZNL0PMRDrSNGUtoiymhnYM5VNOQfDQAMHZHH1VVNISvStxQg36kIu5lJUlbJ6V1BjsPYgSSLpafGkp/sWtBXYvURFqCiirzx6Z08ia2i0huYKeYKik4QAEc+MCfeNvtvBot1l/JpbwfJ9lZTYXCRHh9EvLSLkxKckwJQ+CUy7O1DYm9NU6BmgrLKeBSsC4+eP3nIm8WYdZ0wYwOWXnsapE08hLCwwo2nGvRcHXmcn/wXed8PBUODAgdnce/dlJMRH+bfZXF4Kqu2tPoWqjRWxd5cf3qg9gGa/u/1Vdpbs9NlyKGrLm7aGxtFAG7mfwBglaNJzg05scxm/qqo0uGWcHgVnMwWJDtMzoks0+0obWL6nssV+ggAGvYRedrJ+Y+vC3oROJ+FtrCX79lfLmTy6D+BzTNxSZueJx/+MLCuoqookiVx95WQ++OhHlv+6mRcfvJIJww8u6NCJ0Ea2Z4e55IwhbN1dyDPv/sR1V58B+FY8N2dzcS1eVaVrY5aRb32AgMursKGwhtpDUjy9XpnCogpURSE5OQ7jIUVC2kIQBBpU+HrRRi48bRAer4Ls8RJm+n2kD2r8PtHE/QRGEMAggrtRpxOsRhQVRFrPnhEEAZNOZHdJPdmJ4UiCwNAu0SRYTaiqyj/O7Ilx4W6W5FQE5LmnRIVxVv9EvvtmSZt98nplMjKSyMsrwdXMvGx9QS37G5feS80UW6/XcfON5/D6Q1eQFhPuvy7pKMaeH739PCaNH0ip2rp4KipsLa5jT7mNRKsJnShQ7/JSbgu0uVUUhfnfr2L+D6upb/SCMRr1nH3WSKadP65DGUyyrPDdyhzOHN0Hs8nAyx8t5W83HBsb2s6irN7FmtxqGtxeLAYdwzOjSTgBvGQ0WkcT9xMcUQSjgM90DF9edlPmTJO4BKRKCgLfbCxmWGY0d57qM+3aXlTNpsJawox6TsmIZkhGNAXVDgRgQGokKVFhlNlcvF9RG7wjzTjvnDFU19TTO87sc4n0eMmrbr32alO/dlc5yIizHLM874z0BErza0K2cXoVcittLUb24PtM3373O5Yt3xyw3eXyMHvuckBg2vlj2309qqpisYTx1Jvf8didF7A5p4C12/YztG/wFcAnCjuK63l/ZT7L91T6F8aBLxNobHYs14/qQu/k0KUHNY49mrj/Dgg0HQNFFZAV/LnlouCbqJNVFZ0o0CvJitutMOvH9Xw7fyWbduQD0CMrlduvPo2rzx4ecGNQgfRoM0O6J7NuXU6L8x+KXq9j8ulD6REfjluGgpq2/arrnF4a3DLhxmPzJ2fUty/e05qwA+TsOtBC2JtQVZWv5ywlPT2BoUN6+reFEnpRFCgvr2Hz/iIANu3MZ9b3a094cV+cU8HD32zH3cpCBllRWbKrgpV7K/nP+X2Y0CN0FtKx4Ouvv+bJJ59kz549eDweunfvzn333cc111xzVM+bl5cXdFHn559/ziWXXHJUz98a2oTq7xBR8K3qNOl8P0YdGHRgaIzJXzw4FcfenTz+3Cy25Bzw77cnt4g7H/2I+5//mk2FNazMrWR9QQ1l9S4UVeWua9sOExgMenr2SEcQBPZV2fEoCi6v2q5ygIdbAOJwiLcYAlb8HoqqqlTX1LNnb6Hfk785vyzeEFCf9VAEAeZ8swzwhapWrNoashCyoqgsX+Fb2LRo1Q72FVRQVXP8a46GYkdxfVBhb45bVnlo7nZ2FHfCRPQREhMTwz//+U9WrlzJ5s2bueGGG7jhhhuCGhB2Fk21LJr/PProo4SHhwetZXG00cT9JEKSfDH62rJyPp/j885obprV9P83P/uFn1bupNLupqTOydoD1azIrSQ+JoKpE0LbGJ8xZZg/A0ZWVCob3FiMujZ9vwXAYjh2S9UFQWBganB3UEEQ+OyzhTzz3Gds2+7LApJlxS/QJaVVQStugS+ltKysBgGoKihh1qxfqK93tBD4pqyczz5fiM3mYOQp2dz+2MegQteUY1vXs6O8vzK/TWFvwi2rfLAy/yj3qG0mTpzIBRdcQO/evcnKyuKuu+5iwIABR91LpqmWRfOftmpZHG00cT/JEEX46rtVAZOaLdsILFi4Fji4rqnW4WFDQQ3vzbiRcUN7NLYTA/4dO6Y/F10wIeBYsqKSZDWhDzXKBdKiTBg6O++xDdKjwhjRJQrjIec16kROSQnHqHhxOFw8+/xnPPDPN/niy1+Y+81ycnOLsVrC2oynW8wmhnWJRudxU11TzyOPvce69bsCyhSWldfw2htz+fGn3xCAT+etori8FkVVuPb8kUfjsjuFsnoXy3d3rBTgsj2Vfm+eEwFVVVm4cCE5OTmMHz/+mJ67qZbFjTfeeEzP2xwt5n6S4fHI7NzTeqihCUVRyc0LLIeoAmU2F24FPn/pNl7/fiPLf91Cba2N6Ggr48YOIDMjucWxrCYdkigwIDWKdQdaVocS8Ilp/+Tj47GfHh1GapSJsno3Tq+MSSeSYDUiCgJzXvkLb36xjNc+W8K+A+WUllZx/mkDycpMYtSovmzaEtzlURAEzp40mPhwIwmxvsnEyqo6Xn71ayIiLCQmROF0eigoLPMvHFOBOpsTq8XE32+cQteU4DHqPQfKKaiqZ1TvLhg7odZsR1mTW92qX1AoZEXlt7xqzu5/fO0WamtrSU1NxeVyIUkS//d//8fkyce2pOE777xD7969GT169DE9b3M0cT/JuPeZrzC1Iw+7uSFWc7YW11Lj8JCdlUp2VmrIYwiAtfFcyREmYhQnu8rtxDWuBlVkhUg9jOuegPkYhmQORRQEkiKMeL1enn3vZ35ZnYMkCVx+9nCmXzGR2688lQanh8feW8jcBes5V4Hhw3rz7XcrKC6ubBGeEUUBiyWMO66cCMBpI3sTHWGmus6XLllX10BdXct4+oRhPfnrjWcwdojvycjVaEngcbu5/JkfWPLTctwNgeX3Ljp/LE/edT4iAgIqqdFhLY57NGhwt8POubX92rnQ7mhitVrZuHEjNpuNhQsXcu+999KtW7dO93APRntrWRxtNHE/icgrrEAOC2PKuP7s2Fsc1AtIFAWGDWm9OkxFg7vd52tuFvbKxz/z0P/moJNELOFhhIUZsdXbsTtcvPnI1Vx17ogOXUtnM/vnDVx7/3sBxmW/rNnFP577mg9fuYuHXp7Lpt+2c/mlpyEIvpvfA3+/ipdf/ZqcXQcQBAFB8D31JCbGcNcdF5OVEguAQa/j8bsvZPpjHwc9/wsPXM51F4wJSCV0uT3c+vx3uCxmFsz+qdX9vpq7nG8XrGf4BWcxIjuRqX0TGZwRhekoW+1aDvNpwWI8/hbAoiiSne1zNx00aBA7duxgxowZx0zcO1LL4miiiftJxJc/beAvF49F8Xp5e9Zi7E53i1GnIAjo9TpOP20Ibq/C3jIbDS6ZjDgzseGGDuWh6yQRp0dm0/Y8HvrfHMDn+lhb20Bt7cGR658f+ZjhAzLo3jWxU66zo6zbns9Vf3vHP7+QlZXClEnD6N2rKxaLiYUb8tj0m89KoWfPLv7PIDIynH89eC15+0vYui0XRVbonp1Gr16+Nk0FsgGuPHckggAPvzSHiuqDvjrJ8ZE8/ddLOPe0Qaiqiq5xLsTjlflubT4v3H4mIy4MXsYQwG23s/yTr9iZncXGccO5cUwG5w1KRTqKOjo8MxqpWcGX9iCJAsMyoo9epw4TRVGOaZHqw6llcTTQxP0kweZwc+7U0RTXO6l1yPzz71fx5LOfUm9z+FP6FEUl3Gzkr/dcRmGDisnVwDn9kokPN/DbgRrkDpbTlVUVm9PDm7MWI4pC8OwSFd76Yjn//etFR3qZh8U9Mz73C/sZU4Zx9ZVTkGXZX0f1088X+tu2lvee0TWJjK4t48gl9U6SI0x+I7IrzhnJxWcOY/HqnZRX1ZOSEMW4oT38k9vNb5wbdxxg2shMbHYXZdXtSyGs2LOXNTYbHvU0nE4XV4zp1q79DocEq5Gx2bEs2dX+SdVx2bHHfcXqjBkzGDp0KFlZWbhcLubPn89HH33Ea6+9dkzO31Yti2OJJu4nAfUOF1tL7RTWOokx64kw6enXqwsfvXYvC5dtZsPWXFRVpW/vDIYN70NmfDgRRgPZCeGoKnhVtcPCDr68dbtXZl9R6LRBRVX56dftx03c1233Vd7Jzkrl6it9xmJSs2FvVXmN//+7dx+gW2bLiePW2FdhIznCFLCASa+TmDymb8hFTbKsMKx/BgALVwYvHt8a9SWlHNhXwG/JEVzRoT07zvWjurByb2W70iGNOpHrRnU5yj1qm4aGBm677TYKCgoICwujV69efPzxx1x22WX+NkejQHYTbdWyOJZo4v47R1FU9te4Kax1ohcFquyegPeHjx7A8NG+mp1N9rouWaXS7qK74POHl47ApXB/lZ17/3wu1971Ssh2FTWhC2kfTZpuPCNG9OHDj39kzW87cLk8pKXGM+n0IQEeN7PnLmfypGEhFzA1Uev0sja/msFpkYiCiNyYAqnXhY6XSJLoF3+7o/1zHAAIAlW5uezMPvrF4HsnW/nP+X14aG7ohUwGSeCx83qfEBYEjz/+OI8//njINkejQHYTbdWyOJZo4v47Z2dpHfurnAgQYAbWGiq+xTe1Di+9k6ys3lfOiG7xSKJAfLiRikOMs9pDrdNLt3bE0pucJI8HJqMOp8vLF1/8gleW/WK/d18Re/YWEhkXQ63LV8GpocHB/B9Wcc7UUSGP2RTW+fy7VVz25S/cc/0UYqOteDxeRgzsRq9uoUf/TaP6YQOC1yFuFVXFY3e0rzh5JzChRxxvXH0KH6zMZ1kr3jLjsmO57nfkLaMVyNb43eBWBBwdLCwhqypeRSUxMsw/guweH065rfVJJ6HxJ9hZPIqv+HR1iNixtbGI9PHg3IkD+OLH9Xi8ckAGUdP/a6sDDdNmfb4IWZY59+zR/hKHvmwZgYwYM3a7k3lLt7Pwl/Vs3+EL+fz75blcP20UHq9Mvx5pIfvTvGJWj4wkBNosknUQQUBvDmuxMOto0jvZylMX9qWs3sVvedU0uGQsRolhGb8/V8g/UoFsbYXq75g6p4eyOp9pV0e9FmvsbrrGWNjXWJgixmxgSHoUUrMYRdP/osL0pEQFz68uqHPyzweupkf3NOKbFcZoQhQFzhzbt4M97DwmDj9o7tUqskxEbGCWx5dfLeHOe17m01kL2blzP32SIpjUI4G+SREMz0okM8LoF/YmPpm3hl5ZycRFh4fMOvKV4jvYl9mv3t7+i1FVYjMyiA079uOyBKuRs/sncenQVM7un/S7E/Y/Gpq4/44pr3excEe5P9bbMQRUwNJswVNyRBiTevoErGu0mcxYC6MzYxmVEYOhjaoaiQkxPPTP63j+men868Fr6JaZEvD+LZcd2+XfzdmcUxCyvipAXWU1D/3rerJ7d8NgMqI3GoiJieSGc4bz90tGkxUXjkl/sKbtDReNZfQpWQHHuPWW81mbWxH0JtIUmnpj1mLKq+v9rycM78VXL93WrmsJT0ggvksKz10+sF3tNf64aGGZ3zEqUFTroJfLijWsY/fpOIsBVNAfInqiIKATBQpq7MgqFNTYsRh0xFgMJIUbKQkSumlOdnYa/3rwGp56ZiZ79hTw5iNX06976NWuR5Ngtr6HkpwUzb//4ctBGZ0RS5RZH7TeqiwrPPmPK9he3oAkiciygtVqpr7ezrK1u0hLigmYWK2zOVi9aR9vzFrMwpU7eHPWEj559s/06paMxyszblhPqn97hdkL1nLv83OwNTjxOppZKQsC0Rld6Td2OE9fPIC0EE9SGhqgifvvmsQIIyadRGWdmzirsd1FnXWiQGpUGAi+TAfAvyCnssHFtuJav6+IW1ZxOzxUOzwhjhiIJIoIwD23X8iIlPAWRbGPNZNG9eK1z4JXmRIESEtNINxyUDDDjVLIQtqSJJKREkO+Q/HH5QFGjujDay9/wdXnBU7I7txXzNV/exNP42h934FyRl32BGOHdGfUKVmoKqzbcYAws4m/XTWBhat2UtLgxSHoiU1OIDUjhctHdeO8AUntvllp/LHRxP13jNWop0+KFUURGJIezZr9VciKGnJyThIFhneNQd+YjmfS65AVBa+sklPWgCSCUS/hdR9ZdosoioRHhJMcwhzrWHHGmL5kd4knt7CyVUM1VYVzzh4VECf3KCqhKpyqqopHPpjL3vSvxRJGn4E9uGfGZ7zwwOXIiopeJzF8QDe+fuUO/vXCV2zcedBjf/m63SxftxvAvyJ0/s/rAs5VvjeXl667i1P6BIa6NDRCoQ0BfuecPzCJ8nonMWYDE7Li6RZrwdRYTNtqlIg267HoJSJMOnrEh3NqdjwxZp9sCYKAXhKRRBFJEuidaCXeYqThCIW9OZ15rMNFkkTmvnIbyXGRwEEhbhoBn3fuGEaP6udvLwCFtQ6UNhZ2FdW1Xlpw6lkjESMiOPvWl/jsu9UcKK4iv7iS0qp6Xv7nZaz78p9cdubQFvsFW+pvs7uYeP3zlFTUtXmtGhpNCGrQFILfF3V1dURGRlJbW0tExPGxlz1ebCmsRa/T0SXa3K7FN62hqipeWWV3hY19lZ1XIWhCVgzx4SdGVkWDw8Xn36/j3W9XU1PvpEt6AqeeOrhVawGjTmRCVjw6SWgRnlFUFadHZsmeipAre71emZxdB3A4nCQkRDOsTzrjusWyfN0eJt/0Yof7/5fLx/P8Py5t9b1Qf/9Op5Pc3FwyMzMxmQ4/JbWwrIZFq3ZSZ3MSEW7itJG9SE2IOuzjaRwe7f19amGZk4D+qZHYXR68ioJeaOlj0l5UfDYEHcq7DoFJJ/ombk8QLGFGrps2CmtW2wuHTDqRlXmVDOsSjdmg84/iRUHA5vLyW351m5YNOp1E3z4Z/tcDGj3t//fJL/5J2I4w6/t1QcX9aLJu237+++5PzF+6BW+zeR2dTmTq+P78/U9TGHKC14L9I6KFZU4SzEY9Zr1EvbP9E5/NUVUVt1fB2o6SeaqqUlNj89dsDUa/ZOth3WSOJu310NmyPY/pf32Vv73yLTMXbmHppjw27DzAtqIalu6twOFpb7jJdz6LQWJLQQ03fbieH1ft6rCwAzhdHbQq6ATmLtrE6X96gW8WbQoQdgCvV+Gbpvd/2XTM+9YaEydO9C84a/5z9tlnd+g4u3bt4vzzzycuLo6IiAjGjh3LL7/8EtDmt99+4/TTTycqKoro6GjOOOMMNm0K/BxUVeXZZ5+lR48eGI1GUlNTeeKJJ/zvf/3110yePJn4+HgiIiIYNWpUp9V71cT9JEInQXy4geJaO+5DVmOGQlVV3LJKrdNDSoSJUJqtKArz5q/kjrv/xy23P0/erv0tzqMTBQanRZARYz6Syzkq6EShzdWdiqKwesMeCgsrmPnpQqbf/wYX3Pwck6/9L6++9U2b51BVtdln4sukaXDL7K5ykFNqQzjMbJek+MjD2u9wWbdtP9c98B6uNgp3uNxerr3/PdZtO/4rP7/++uuAItVbt25FkiQuueSSDh3nnHPOwev1smjRItatW8fAgQM555xzKCkpAcBms3HmmWfSpUsXVq9ezfLly7FarZxxxhl4PAcHWHfddRdvv/02zz77LDt37uSbb75h+PDh/veXLl3K5MmTmT9/PuvWrePUU0/l3HPPZcOGDUf8WWgx95MUp0empM5NYoQp6Oj50F/90r0VpEeFYdJLrC+oadFelhUKCst4/MmPcDp9o0hRFOjfqyt33n0Z3RMjSLQaSIkw+n3LT0S2l9SzvTS4kZksy9x178sBnvTNef/F25CiAle0NlkUKIpKuFEiPdo3se30KhTU2Glw+262B6rsvPDGd1Ts3gMd/Oq9+q8r+NNFY1p972jE3C+77y2+WdT+Efn5pw3ks+dubnf7Y8GLL77Iww8/THFxMRaLpV37VFRUEB8fz9KlSxk3bhwA9fX1REREsGDBAiZNmsTatWsZNmwY+fn5pKf7TNy2bNnCgAED2L17N9nZ2ezYsYMBAwawdetWevZsvThOa/Tt25fLLruMhx9+uNX32/v7PHG/gRpHhEkvsbu8nqJaRwsRr7C5WJ1XxfztJXy3vYRfcyspqnUwOC2K3eU2wnUCfRKtAUWvbTYH8+avDBB28Dkubtm5n6dmfIhF9WB3y2wprmdbST31rmNjbtVResRbiArTBbVs+Ojjn4IKu04SWbliCyMzogg3SHi9MqWlVRQWVbBp8x4GpERyWo9EsuIspEaFkRVn4dTuCfRLjkAQBNJjzCT36tHhcFXvbklcf0FoM7POpLCshu+WbOnQPt8t3UJhWc3R6dBh8s4773D55Ze3W9gBYmNj6dmzJx9++CENDQ14vV7eeOMNEhISGDJkCAA9e/YkNjaWd955B7fbjcPh8NdNzcjIAODbb7+lW7duzJs3j8zMTDIyMrjpppuoqqoKem5FUaivrycmJuaIrhu0CdWTGkkSsXsUVA76xORWNrCtpC5g0rTG4WFDYS1do81EmHT8kFOO2XjwT2PhL+v48KOfUILYHCiKSkVlLZsrHOh1Bx9Jd5TayIwJ45S0yJALgo41OklkYlYsO0pt7Ku042lMQYwO0/PQjE/YsHF30H29ssKO/eUoHpk1v6zhlZmLqW/wrSRNTYohM1xP13NGtLjertFmPLJCTpmN3pkJ2MaOIe/XFahy27H7KWP68NWLtxzTxUuLVu3s8LyA16vwy6qdXH3eyKPUq46xZs0atm7dyjvvvNOh/QRB4Oeff2batGlYrVZEUSQhIYEffviB6GjfE5vVamXx4sVMmzaN//znPwB0796dH3/8EZ3O993Zt28f+/fv54svvuDDDz9ElmXuueceLr74YhYtWtTquZ999llsNhuXXnrkE+eauJ/EyLJChc1F9/hwAOpdHraV+HKlWwsI7K+2E28xEHZIMevc3GJEIbgrJEB1nR1RllF1gX9SuVUOdKLAwNRjGy9uC50k0j8lgr5JVpxexbd4Sydxzb7CkPuJooii0zPtztfYuTM/4KmoqLSK6Y99TG5BBf/8yzkB+wmCQGashT0VvieCiOQk+pxzNpW5udQWFOK22VC9Hr+hmNViYsro3jz3j4tJjD32n12dzdl2o9b2azi8/Y4G77zzDv379w+IcbcHVVWZPn06CQkJLFu2jLCwMN5++23OPfdcfvvtN5KTk3E4HNx4442MGTOGTz/9FFmWefbZZzn77LP57bffCAsL85f3+/DDD+nRo4e/T0OGDCEnJ6dFqGbmzJk8+uijzJ07l4SEhCO+fk3cT2LCDBK1Di+1Tg9Wo479VfaQaY4CUN1K8YiIdtr1psaEU9zQMltnb6WdXonWNicyVRW8Cn7rAwHQiSAKcLQG/qIoYG52M7vmvJG8+unioKNWRVEwW0ws/7VlyKJJ55999wcumDyYPtmBK0p1okis2UBehd332mQksXcvEnr2oK64hKqN6yhd9iyyrPhL8x0vIsIPLx++vX8rR5uGhgY+++wzHnvssQ7vu2jRIubNm0d1dbV//uL//u//WLBgAR988AH3338/M2fOJC8vj5UrV/qfqGbOnEl0dDRz587l8ssvJzk5GZ1O5xd2gN69ewOQn58fIO6fffYZN910E1988QWTJk06kkv3o8XcT2IGJkehAr/lV+HwyNQ4PCHTHFV84npoPHjUsN54QzyiS6LAqSN6YQ5rPaddUX31RkOhqOCSDwp7U388CnjkDs89HjxGB3e885rTiLKGtSqugiDQr28m27bmhjyGJIl8MOfXVt+rrKgN8ABq6l/ZDt/iIK9XPu7CDnDayF5tOmkeik4ncurIXkepRx3jiy++wOVycfXVV3d4X7vdd/M9NAwmiqI/NGm32xFFMeC70vS6qc2YMWPwer3s3bvX32bXrl0AdO16cF3Ap59+yg033MCnn37a4ZTNUBz/vyKNo4Y1TMLp9fnGLNlTHlKg/agtBbFrVirD+mcGETyfMN93wxlU24Pn2HtDlGlTVQjlUqAQKPptYXN52VBQy5wtJXy1uYTvtpWys9TWrutPTYhi0Xv30r974KhbEARGj+rH3XdeQmlZdchjyLJCzr6SVt/7ZGUuqqKgyAqqqqJ4ZfJWrMReWYleJ54Qwg6+z2Hq+P4d2ufs8f1PmBWr77zzDtOmTSM2NrbD+44aNYro6Giuu+46Nm3axK5du/jb3/5Gbm6uX3wnT55MdXU106dPZ8eOHWzbto0bbrgBnU7HqaeeCsCkSZMYPHgwf/rTn9iwYQPr1q3jlltuYfLkyf7R/MyZM7n22mt57rnnGDFiBCUlJZSUlFBbWxu0f+3lxPhL0jhqDEwJx6uoKCrY2uHzoqgtBVBR4amHrmFovwzAF6/W6UQEAYwGPa89ei39+3Slyh58kU2EKXgEsKa+dY+W5niV9o3eq+0eft5VwZ6KBn/ZQbtHZnNRLZ+s2IvT48vgWbttPzf88326nv4AXU5/gGv+8S4rN+4DoEdGIis/vZ9lH/+NP11/FjffeA4vPn87t/75PIxGPcZmHvitIYoCEdZAS15ZUVi7NY9fvl1M2c4cKvfupWDtOrZ/8w11hUUAXDj5lBNq0dff/zQFo6F9kVuTUc/f/nT8i0ID5OTksHz5cm688cZW33/kkUf8GS2tERcXxw8//IDNZuO0005j6NChLF++nLlz5zJwoM9Hv1evXnz77bds3ryZUaNGMW7cOIqKivjhhx9ITva5oIqiyLfffktcXBzjx4/n7LPPpnfv3nz22Wf+c7355pt4vV6mT59OcnKy/+euu+464s9By3P/AzB/azH2Rl1vysduDVVV+XlrKaf3S2yR7SEJAsO7RrNr1wHmLd5EZb2TqLgoThnaB4vFFDKWbzFInNkrPuC8DqebL39az9tfLuOMcQO44+rT0etDC4lBIuQCK1VV+X5HOTaXp9XMEllW2LxxF5kROu58chaSKPpH8zrJ9/9n/3Yxt10xEVn1pQOuL7UjH5I0+f6HP/DL4g1Bs4cA3nniBi6c4kub83pl6u0uzrrpeXJyWx/R63USa794kB4ZbdejbY2j5S3zzS+buPb+0AuZjAYdHz51A+ed+vsoIHLdddchCALvv//+8e7KYaF5y2j4mdovmY0F1eytdEIz73EAAQEVFVWFlXsqGZ4VgygILcRaVlVW768iLTGeKy+fRG6VPeAcrQm7gC9sMyg1ClkVkBpfF5XVcMbN/2NPfjkAk8b065QZ09J6N3aPHDRlUJJE+vbPZvqdL/gmb5uFaZr+/+vGfVx74TgkUSAmykpXr8C+ysBrPeuM4SxbvhmPR225OlcSSYiNYNLoPgA43R5mzV/D8+/9RH5RZav9irCYmPPKXw5b2I8m5506kIXv3sMz7/7Ed614y5w9vj9/+x15y/yRCmRrI/c/GOsP1GCQJKocHsptLuocHmwuLzpJIN7aeZkOApAYYaJHfDgRJl8YQyeCJKhMuPZZNuw44BfU0adk8d2b9wQ9VtPThlEKfQ/YWWpjc2EtYhtx64cffZfc3OIW24cPyGT+m/cgCAcn01xemcV7yvEcEvTftbuAF1/6gvp6O5LkK07ilRUSYq2MG9Kdb5dsJWNAHwwpaUimMGSPh+r9+ynfuQt3QwOWMAPnnTaQcycO4NyJA9DppBb96QjHyhXyl1U7qWtwEmExcarmCnlc0EbuGi1wemRcXpXsBAvJsoJZL2FzedlTXk9xnStkHntHsBp1jMmMbWFB4FVg3bY8ftsa6EGyYsNeNuccoE9WSqsiJwgCOrHtwb0g0K5K4d4gpl93XzsZVVWRpIN9MOokxmbGsSa/KsCbvkf3NF564U5yd+xjT04e3y7aTL3dSVVNA/OWbiPz1IkYIyL8oShJrye2Wzeiu3Zl7y+LeeHuc7jmBFns015SE6JOmAVKGm2jTaj+AVAUlYWrdnH783N5/8slrNyShyQIlNlcLN1XQVEnCjtAg9sb1Ftm4eqcVjNCrrzvDfKLq1BV1Z9j3lSSbu/+UqR2iHai1RhyFaeqqlRV11NQWN7iPUkSmTK2X6s3F4tRx8TseIanR+GsqaW+spo+iRYmZEahNjTw5Y/rsDXWO/XKCvH9+2G0tnTEFEQRUZIYdObpXHlOxxbWaGh0FG3kfpKzbW8JV/71bXbllSCKAqoKH878mbFDunP19edgsbbPubFp5WR7ioFIIYbYcpBJyMLSGsZc8SQXThnChZOHEGkNIye3hA/n/Mrsl25pV0jeatRzYH8xKWmJQfPU5323gkhrGDV1gXF0g04KmYYoCAIxFiPU21j86xYivE5ueuhDnIdMNIp6PdFduwZ1fhREEbsC6/NrGZYR3Wqbo8VJEoH9w9Pe36Mm7r9DCstqeOuLZXz103oaHG76dU/h1svGc9a4fgGjxcKyWs646QVqGsvBKc3KuK3csJf9ZZ/w2L//1K54rwrU2j3EhIcuviEASRHB44Aj+mcGXf3pdHmY+e0qZn67yr8tIdZKTGR4m/0DX1jm9L4pzFufT48e6ciy7F94IkkS839YxYKf1zKgZyq19faA1EqHy0N+USVpSTFBb2ACsG1PIYqqcu0D77X6JTNFWBGl0J+nKEBOqe2Yibte75vzsNvthIWFtdFa40SnaZFV0+81GB0S9xkzZvD111+zc+dOwsLCGD16NE8//bR/GW1eXh6Zma1Xufn888+DeirbbDbuv/9+5syZQ2VlJZmZmdx5553ceuutHeneH4K12/Yz9ZaXsTtc/pqbZZV1LFixg2vPH8lrD1/pD03832dLqKmzt1qbU1YUDhwoY+26HEaO6NPmeUUBdpfaGBEe2q1OECAj1kJRrYMD1XbsHhmjTiQ1MoxEq4nTR/YkKTGGsvLqgJvNocdo0s15r05vs2/N+9izaxIbtuXzzHOfMnJEXywWE2XlNSxZspGCwnL+9ZdzGNQzlSv/9jZer0zzLrz5+RIeu3MarQXuVVVFUVQ++XYV/Xuk+e19W7QLkR7pbwMBjptHG0mSiIqKoqysDACz2XxC5dNrtA9VVbHb7ZSVlREVFRUwN9QaHRL3JUuWMH36dIYNG4bX6+XBBx9kypQpbN++HYvFQnp6OsXFgVkIb775Js888wxnnXVW0OPee++9LFq0iI8//piMjAx++uknbrvtNlJSUjjvvPM60sWTGpfbw4V3vEaD3RVQvLlJvD+cu4qhfbty8yXjUFWY9d2aoEWXwRdqWLFya5virqgqHllh04EaRmQFinuTRKj4CmEMSo1kR0kdFQ0HFzQ1uGWq7B5+y6/mooHJPPS3y/nHv9/D7nC2EEiz2cjAAdn07tWFm6f0p3/PtHZ8Mr4c9k/nr+X1WUvYua+YMJOBgphwduwtxuX2MKh3OvNenU52ehySCFu/eYR3vlrOB3NXUVZZh6KovPX5UqaM6cuYId196aCNAuhtfAK4e8anDOnblZ9+3Rb0xuSoqcXjcKAzhfLRh9HZHV85eSQkJfnqxDYJvMbvl6ioKP/vMxRHlApZXl5OQkICS5YsYfz48a22OeWUUxg8eHBI281+/fpx2WWX8dBDD/m3DRkyhLPOOovHH3+8XX35I6RCfjr/N/70zw9CtkmOi2DvT0+gIpA49j5sdlfI9tlZqfz7oeuDvq8oKoqqMntdEQ0uL9ePy/C/p7pcZCRHoygqUWF6UiPD2FxUS1Fd6z4yiqJiNkj0Sgxn8bZCFi5az/IVW7DbXSQlRnP6aUMYPaofOp3I4LRIusW2z4Pb45G54u/v8N3izYiC4L/xSZKIQSfxwmM3MHJQFhkxYS3MyxZuyufS2/6H0+lGUVQMeh23Xj6RP182gdTEaFRVZVd+BX976lOsZgNv/Od60if8NWR/4np0J/WUQa2+pyoKE3rE8d+LO7a0vy3a+/cvy3JApSCN3xd6vb7NEXsTRxRzb/I/CGYsv27dOjZu3Mirr74a8jijR4/mm2++4U9/+hMpKSksXryYXbt28cILLwTdx+Vy4XIdFK66urrDuILfF7+u39Nmm+KKOrLP+CcvPnIdcXGRNBwoC7psXxRFkhKDh1ncXoXtRXWsz6uhqsHNxF7x/vdUVeUf/34Xl8PJso//ToNH4I5PN3LGgMSgmTKiKOD0KsSaDaQmRHHxhRO46MIJAW0EINwo0SWq/bHhV2YuZv6SzQCBTzSygktVuf+Jj3n+2dvZUWpgRNcokpvNCYhmM/968Fpef2Mu+QfKcHu8vPTRz7w6cxFnnzmCiy6cgMfj5cMZ1xMdFYGiqqQmRlNYGtxfpmLXbgxmM/E9e/jCNI1xJkEUaaio4Ncd66GTxb29SJLUbnHQ+H1z2OKuKAp33303Y8aMoV+/fq22aapMMnr06JDHevnll/nzn/9MWloaOp0OURR56623gj4NgC/+/+ijjx5u93+XFJW1z0xIH2bGZYlg/IRT+Ojj4MV2FUVhymmDA7Y1rUxdvKOMtXk1vm0CRIbp6Z8WgSj4Ck+kR5rYMvcRnE4PXy9Yx6gRvbGFSIFsTrXDzcTsWNbsr6G8IdCPJs7iE+D2lumTZYVXP10c9AamKCo1dXb27dhHz4E9WZFXzend44gK801GyapKeloCjz92E7m5xeQfKEOv1zGgfzesjZlEVoOepLgI3F5fKOvPl03gkZfnhsxaKNq4iarcXGK6ZWKwWJDdbqr352MrLUOviavGMeCwxX369Ols3bo16DJeh8PBzJkzA0ItwXj55ZdZtWoV33zzDV27dmXp0qVMnz6dlJSUoN7GDzzwAPfee6//dV1dnb+W4clKcnz7wk1VlTVM6RHP4OTT2LxuJ1t25reIvQvAFeeM4NZzBlNc56KkzomsqESYdHyzsYgN+bVkxlsw6UWMOpGRWbGE6SUmZMdj1kv+eLLFbOTq80bh9cqEVxYAbf8OVJXGY8VS6/D44/Nx4QYiTaEzAA6lvLoh5CgafJYAeblF9BzYE1TYVWZjeFdfpkqs2UCtwwuCQLduKXTrdogbJBBj9vVJEkFR4JbLJvDF92vYurso5HmdtXUUbWhZg7Q1czYNjc7msMT99ttvZ968eSxdupS0tNYnvL788kvsdjvXXnttyGM5HA4efPBBZs+e7bfTHDBgABs3buTZZ58NKu5GoxGj0Xg43f/dcuqIXrz79Yo229U3OMkvqqRblwTmvX4n/3n1Wz6cuwJHY+3T2CgL0686nbuunYQoinSJNtMl2uybjXd7yUoMp3daBLpmudqqqjK0SxSWVlwCBUFAp5N45MbJrMivadMALK5ZOmVkmB6jTmRvpZ0VudW4ZYVwg46sODNdosPaLM/X3hG+rnG0rAIFtU6alhB1izOz9xDvmOaoQHa8L/YvCj6xn/vzhjaFPRSWIL73GhqdSYfEXVVV7rjjDmbPns3ixYuDpj2CLyRz3nnnER8fH7QNgMfjweNp6eInSVJI170/IlPH9QtIEwyFIAjIikphvZtJ545j6KnDqK6qJTE2kjCLCUGAzUW1ZMaG++14XV6F5bmVAfVTm9BLAvEhqvMIgkBijJW8RVvp1qNL64uI8IVdmo/O65weFu+pxCOrfvOxaoeHtQdq2V/tYGxmDFKItMHoCDP9uqeyfU9RQLy9OV5ZYeigbP9rRT3oVxNp0jMoNYKNhYF1ZZv+3yPeQpLV2HiNkJtfwuuzVzJl8jBsNgcbNu7G4Qg9aX0oHq/2d61x9OmQuE+fPp2ZM2cyd+5crFYrJSU++9LIyMiAxRF79uxh6dKlzJ8/v9Xj9OrVixkzZnDBBRcQERHBhAkT+Nvf/kZYWBhdu3ZlyZIlfPjhhzz//PNHcGknH+YwA5NG9WbBih0h28VEW3HpjSzdW47D4xMSk8lAcorvRttUCaiw1klBrZPMGDOKCgdq7ATLnOwS1b7c6GhJYc/eQnr2SEdRFERR9Aup2SAxvGuUv62qqqzMqw4Q9uaU29xsL62nf3LwcJQkCdxz/WRu/Of7Qd4X6ZoSS0yXZH/BD6tRCriW7DgLESYdu8oaKLO5UPGFa7rHW0iNPHhDK6x18lupg3vvvtR/bW63h2++/ZW537Zeeak1rCdIKTqNk5sOiftrr70GwMSJEwO2v/fee1x//fX+1++++y5paWlMmdK6eX9OTk5ApZHPPvuMBx54gKuuuoqqqiq6du3KE088oS1iaoUvnr+ZmFH3BR2lAkyZMpx9VcFDDU00HeFQ+97W0Lcz/GHQScx44mNGjujLqRMHERcXRV1dA+eN7E63OEvAccpsbupdoQuI7K2w0yfRGnL0fvmZQ9mVV8rTb32PJInIsoLQaG2cHB/J0w9fi1P17a+qKp98/gvRF4xgeP8M/zESwo0khAcP8xXXOVmZW4XR5GvT9KRpMOi5+KKJiDod60tduOptVO7dh8ce/DO9fOqwkNesodEZaJa/v0N++nU7027/v4DRblO4ZvSovtxy83khDbQOh+QIE0PS214uf+0/3uLbRYGTiHqdRO2aF1uM/LeX1rOjxBayrivApB4Hs1uCoSiwIaeA977+lW27Cwk3mzhjQn969u9ObaPvuqqqbNuWx3MvzkJVVH754L4AgQ+GLMt89Os+zFZz0M/V4/Hy90c/ImXUKAD2r1xFbUFhi3Z6ncTqWffTu1tym+ftCH+kv3+N9qGJ+++UvMJK/vrfL8kpqKC+wUlqShynnTqYAf2zjsrSclGAKb0SAyZZm6OqKja7iy4TAxf46CSRaacP4qOn/9Rinx2lNraX1Lcp7qd3jyXa3L5JyKa/5u0FVcxdvYce3X3ZO1VVdfz081p++HG139smIzWWHfMe9fe/sNbJ3ko79U6fv316VBhZsWbe+PJXUvt0b+O8Km+9M4+y8CSMERGgquT88BOu+voWbS1hBl68/9JOtc/9o/39a7SNZhz2OyUjNZZZL9zC3K3F/ji5qqrU1TWAIBBh7Vz/EEWFLUV1nJIW1er7qgo3PvhuwLam0997/eRW90kIN7CtjfO6nG7+8vAHfPbsze3qZ9M5//f2fD76ZhUmkwGDQUf37HSGD+vFnbdfRHFJJYsXbySvsJIDxVWkJUWzen8NBbXOg5OqXt/NJ6e0nvkrd3JzG+KuKCpWq5m8ympMkZGoqkpc92wK129o0bbB4ebmf39MdKSFsyccn8VMGic/mrj/jpFVnxApisqiX9bx/Q+rKSuvASAxMZqpZ43k1AmdV3S5uM5BH084xkNSHWVZ5u4nZrJgxXZfaqIAXq+C2WTgw6du4JTeree+R5j0RIXpqXV4go7eU60G5i7cREW1jbjo9rlDAuzKKwV8MfF//PUKunRJRJYVRFFgoJLN2WeN4ouvFrMxpwC7ZKCg1meZcGg/PLLaYhVta0iSSEVFLYLON2oWRBFrcnD/D0EQeOSVb5k6vp9m4qVxVNDE/XeMoihEmnQ88/Icli4PjHOXllbz3vvfk59fynXXnHnEAhJh0jEkLZLIMB1q401FVX0jZUGSeP3fV3LWaYP4bslW3G4vw/p14YbzRrSRGSIwODWS1fnVAVWOmkbPaZFhDEyNxGox8cy7P/H0fRcGPZLD6WZ/URVGg46M1FiirL7srXvuvJjU1DgAf3qm1Fj545KLJhKOh93lDUGPK0kiMdERHDhQRkpKXKspnj63PhcbNu6mx9SpB68jxGeuqipb9xSx70AFWV1CpwtraBwOmrj/jnF4ZAr2HGgh7M1ZuGg9w4b2om+f4GsSglHT4KaqwU2YXmRA7wRiLb64t9C4mKfJErLO6WFlXjVKdBxTp030j37XFzcwMkOPMYRfvFEnMT4rnqJaB4W1DjyygsWgo0uMmVizwZevLyuUVLRuvVDf4OQ/r33Hu1+vwGI2YLWEEWbUceaYPuwrrSM7O7irpKIouEwmnO7QGTter0ze/hISEnwTys0FXlFURFHgw49/xNqlC7rGbBpVUbCVV4Q8LkCtzdFmGw2Nw0ET998xOlHgs29WIIqte4uDz6xr6ZIN9O+T2e5Sejanl3kbiymoPig8n6wqYGBaBI+f34d468GUQYdH9i9CgsCwRkWDm6V7qzi9e1yrBTBE4aBQpkebSY8OrArllRU27diP3emmZ0Zii/0bHC7OuPl/REVY+Orl6YwY2A3wFf347LvVnDZ+AF5Z9q9ObXF+UcTWhrA3UVffwLNvzOOy80aRnXEw3FJaVs3nXywip6iOjDGj/NvTYsxcnZ3NqX87A0kSWbFhL299voRNOw/420iiQJfk0P74GhqHiybuv2PMBoktuwr9wp4Qa+XWy0/lynNGEBVhobishvdnL+fbpVvbLexur8Jnqw9Q62hpC7u1sJ5bP9nIR38aitngE8w9FQ1BFyGpQK3TS2Gtk/Toli6PTXrv9cqtVoPSSf/f3nmHR1Gtf/wzM9uy6b0DoXdBQKo0aaIiILZrvWK5ir33ci1cey/Xn10vNgSRogLSq9IJJRAghPTeN1tm5vfHJptssiVBQAnzeZ48JFPOnNmE75x5z3u+r8ibXyxHFATuva65DcV7c1aRkhTD/z13nduqXZNRz9VThrL1aDF5TYzJPFFVWYM5MMBrBSadTmLP3gyKakXm7SnDtCMHqbKU8tJK8kurCe/QgZROfVxhmGGdInnmoh4IdecCJMVFcNVFQ3j41bn895tVSJLIxWPOatU8goZGa9DE/TRGFASMRmeopGNyND//3z1EhAW6RqrtEiJ5YtYUrpk6nPRq2TW69sWe7ArKajz7fcuqSk5ZLUt25zFjQCIAmaUWv6mMmWUWj+IuCGCQwFIru/LHRVHA7pDR6yRe+O8iFq7cwb3Xj8Nkap4K+cVPm1n55UMAzWLhOp1EfHgghbW+R+ZVVRbmL1jLNVdP9HzPskxBYRmpqYcJbdfOuSrVGATGIAxRzW3SooONPH1hdyRRdHtY6OtE/j/3zWBX2jHSM/J54Z6pPvumofFn0MT9NEYQYMjgnvz40zo+fv6fRIQGuoUgnOIi0CExEmNFLTuy/VsG78n274u/JDXfJe62FjwwbD68VEQBwgINrN9+CKtDwWjQk3ogi09+WMfuA1mMOLsz9/9zAorizEOvd5CMCNAxtH9nzAEGr+ZiiWFm9uVXYvcSslIUhd9WbGXp8i0kJERx3tgBrjBO/dtQeUUNr77+LaoKFTm5KLLstUaqqqpM7h7ZTNgbY3fIPHvnVJJiQmmfoIVkNE4emrifphRUWDmQX0lcj66MrrDQr0c7r8dKokhCaAB78yqxeSlOXY/F5vC5XwVKG43sAw0SFbXez6kvvuELQYDQIBPjZr5OVXWtm7/Nxh2HuPzBT7l91iXYFNVV1u8QcPN1E53pjV4mbCVRYEC7cH4/WuLK8IGG6vEH07NcnjCfffELm3/fx9gx/UlKjKHGUsvmzXtZu363yxhMsdspPHCQ2B7dm38udf45vWMCPGbU1KPXSQzonYJJ+5+ncZLR/sROM3LLa3n514NsOFzi2jZ1wnAUVfVpjysKAsEmHcV+YtChZj0VFofXUIsoQGJYQ3pjp0gz232M9lUgxU+5PFVVueahT+pqwzZs1+sk7rlhIv2G93eNvhv3S9LrfAopQFSgkYVzV9CpewdSOidhMOjJLyhl+W9bWLFyG3Z7Q9hm3/6j7Nt/1Gd7QVFRLiFvTP3PbWTBt0YbQBP304iCSiszv9hGSbV7TNwuK3iX9QZaIjx9k8PILPaenqeocHG/Bl+UDhFmjpZaKK3xvBCpQ3gAkWbfvjDrtx8irW7RUT06SWTOqzeT1CmZ9CLPeeh5lVZ6xHm/c1lW2L73KN8s3AgLN/rsQ0swR0USGB3ldb+qKOzOr2Zgd8Wnt48PDzQNjRPGiXWX0jipvLP8ICUeRt5bj/quRATOB0CZhwyYpnSNDaJ9pNnjw0IQYFD7MMZ0a1h0I4kCIztG0CnKjNRoNGvUifSJD2ZAcqjXxTw1Npl9+ZUcrrBz+aVjSE6Kce37x0VDOG9oT/IqvHulV9tksstqPDpkKoqKIArM/tCz7fTxEJqQ4KyJ6gVBFPklrdTvgjGd9r9O4xSgjdxPE9KPFfHr3gIED5N5eRVWVqUVMrJrtEdrXFVVOVJc7dWrvTGiKDBtQAJrDxSz61iZK8PGpBeZ1i+BYbESy9bvYchZKYSHOMMtOkmkX2IoveOCqbA6EAWBEJPOa5hIVVX2F1SxJ68KAQgIC+X8SYO58IJhbNy0hw8/WsjMGeeiKCoOPwVbduaUU2u10Sk2DIdDRlFV9DqJWqude2Z/zYpNvr3vW4Mgiajg8y2psMpGtdVOkIfsHnAKuzZy1zgVaOJ+mnDHG4sRojt43f/SrweICDRwVnIYsqIiiYIrDp9dbuFAYVWLr6WTRMb0iGZ4l0gSQ4yEBeh575MlPPbgd261WGMig1n0/u306ZLoOi/CbMAmK5TU2J2ZMCZ9s8yRIyUW9uQ5+6PijFdLdQ+tIYN70j0ljh6dEpAkkRCTHmtdAQ1P2B0yny3ZytIlG5hyXn9CAk2kZxYwb+lWqmpaVyHJH5aycr+j8mCTjrAAHaIIsoLrgSoImrBrnFo0cT8NWLglk+LIdggeJvLqsdhl7vluJ4M6RHBR33i6xwdTY5c5VlpDaQvCMZ4INuo4t3MkF936Dis2pzXbX1BcyTmXzeaP7x+ld+cEbLLCrpwKMkstLlEzSAJdY4LoFh3oKqCxN6+5DW49giAQHhuJQ1HRA+0jzBRUeRdpSZJYsXIbBzLyeeXjX47rPltKWeYxEvv3Q9TpPP4eRAGm909w1XUVfScJaWicVLTo398ch6zw+qoMBAS/o0ZFhc1HSjhaUsPe/Ap25ZQft7ADdI8NYs/BHI/C3pgLbnkbh6ywKr2YoyUWt/CPTVZJza1kW5Yzx77M4qC2BTVE6wU9JshIcljzBVD1LF3+B3v3uWe46HUSXdrH0jE5+oQ6LqqyTN6WLU7bhCbNCgL0iAvm+qHeU1I1NE4l2sj9b87a9GJqHM7JwZYQE2zkgj5xZJRU+8w/90f3mCA6R5mZ+OTnPr1rAApKKtl5rMTn9Y6UWEiJNLuFdXxRf5wgCPRNCCUsQM+h4mpq6rxgDAJ8+NnP/LZym+scg17HfTdM5MZLRxIR6pwPyMor4a0vf+P/vlvt83qigN85iejwII7++BBp+VV8sfEYqw8WISsq0UEGZgxI5PKBiZj02nBd4++BJu5/c44U1SCJQotEsWu0mX9P7UOY2UBgtQ2obdW1dKJA1+hAOkSYMRskHLKCVVZoSer2gfxK9Cbv9r4CkFFioWdsy7xUgk0N6ZOCINA+IpB24WZsssKRrEIuvf1dsvIbsoR0ksjXr93CqEHd3HLfE2LCeemBS+mWEsv9L37n9XoThvfil3XeS4eYDHo2zHkQQRDoHhfMC9N6IisqdlnBqBM1T3aNvx1aWOZvToBealF+eme1lA+vG0RcqFNgI/zUHPVEn/hgesYFu0zBciusmANMLRIuyeD7eipQZXVg0kskhBp9ZpwE6EWiAt2zTQScD58gg8S3CzeRW+hupXDp+YMYO6RHs0VN9ZO5M2eMZHDfjl6vOXlkb56edSEBRvf7EASBi0b3JXvVf0iKc7cLkEQBk17ShF3jb4k2cv+bc26XSN5cccjrflVVMSh23r3nAtc2RVWx+rEZ8ES7JuZeFofMoIHdWLVmh9dzRNFZ0s+k1/n0mRFw5r4D9I0PpaS6CKtDcS/yjTN23T8xvJlgSmJDfvg/LzmX979ZhWxruMcbLjkXWVa8rli1O2SunTaczbsOe9w/+pyudGkfy21XjubX9Xspr6yhY1I0owZ1OeHFxjU0TgWauP/NSQoPYEKPaJbvL/QYExYEgQcv6oux0chZFASOFHuvLuQJvSigaxLXD9BJ9O7diZQO8RzNzGsWdxcE5/UvnTSA9hFm0gurvaYsqjQ8PAL0EiM6RnGwqIqsUguy6vSMiQsx0SU6iBBT87cASYCiKhvpRdUUVTt45aXb+H3LfpYt30JeXgmd28f49XTpltLcE16SRM4b3J0u7Z37ggNNzJhwtvcPSkPjNEET99OARyd3wyorrD5Q7FqkpKoqAgI3j0phfE+nMNXntafmtj5Lxq6oFNfY3cIh8aEmDDqR+++9nDfemsvB9CxEUUQQnEv7TUYD110zkddvm0iNTSajpAaHB293AYgw64lrVOTDpJfoEx9Kr7gQ7LKCThQ9LsAC54h9f0Gla9GTCoSFBXPemLMZO/ps3nrnByqragkLNns8H5z9LatosFWob6d7SiwfP3dtqz4rDY3TAUFtI05HFRUVhIaGUl5eTkhIyF/dnZPCgfwqlu0roKrWgVEvEh9upndCCDFBRgRBoKTG9qeyZLrHBNI73v2zO1RUzfbsClRV5WB6Ntu3H8Bud5CUFMPQIb2Y0DOW6CCnaJfX2tmUUUql1d1DPT7EyDntwtDXjaxXbk6jR5dkwkK8i3E9ehGKqq2sbWSU1hhFUZFlmZx96dxy2UivVZdUVWXWv7/i2yW/0yk5mrioEK6+aDCXTRqIydj6+Ym/G2fC379G69BG7qcRXWOD6FqXbbIju4L0omr25VeyL9/7oqDW4Cns0ykq0Pk2kFdJ1y5JdO3irEkaZJQ4OzHUJewAoSY9E7pFU1Rto7TGjkNVMUgiZr3k8n/ZlZbF1Dve44ZLzmX2fTO89qWy1kZ0kPMt4mBhtWuk3RTnhKlIen4FVdVWgszGZlWdHA6ZzNwSFvy2nduuHM3L91/Sqs9FQ+N0RBP305RgPx7px0O4lwyblEgz7SMCKKyyYXMomA0SEWa9xywRQRAINek5XFxDVlmtS5AFoH14AG99ugxFUfngm1UEBhh56ObJSKKAo24yVFVUNqXlUIaOcV2jCAvQU1Rt81ntSRRF4hKjuehfb/K/V26mXUIkdrsDBAG9TiL1YDbXPPh/GPU67rhqzJ/+nDQ0Tgc0cT9NSYnw7aPeWkQgMdR7nrooCMQ2ipl7Q1ZUVh8qpqLW3RNeBY4U1zB/+XYcdZk8r376K5/NX8/0CQOIjw4lv7iCH5dvp0fPFG684QLSC6vplxTm95qqqqKqkHowm/7Tnmbc0J4M6pOCQ1ZY/ft+Nu08TK/O8Sx45zatILXGGYMm7qcpoii4VlUmhpiICjJyrKyGSqvD5eQYatITbJTIKve/mGlQu1CvpeFaw9HSGsq9xPwdsuwS9nqKy6rcVo8KgkCHWqdRWF6lFYcCUYEG8iu9m4epqsrevRmAMwa/dP0elm/cw5WTz+HSiWcz+56pDO6bouWja5xRaOJ+GhNp1lNYbadrjHPhUWywiczSagqrbdTaZWRFoaCqZZOrscHeR+2t4YiPQh96vY6wsCDKyrw7VAoCxMU6R9f1Yp4SGURepWfzMEVRsNtlVjfKxR/SN4UvXryB5LjwVvdfQ6OtoK3OOI1xKGDSiQQadRRV2/jtQD77C6oorrZRbZOpssktKmANnJBRO0CNXfa5f9zYAT5H0KqqMnpUfwRwpWVGBhroFRcCqjMzph5ZVnA4ZF5/8zsqKmtc25+54yJN2DXOeLSR+2mKQ1Yptdgx6yWqbQ7+yCxxy3YJNupoF27GLit+vdxDjLpmC5haiqo6Q0P11zbpRKw+XB8nTjyHLVvTyDyW77YoShCcbV1+6ViiokJRgQ4RDbVXUyID2bn7EKtTj9GtSzIOWWbHznRWrNxGaal7tlBWXtlx3YuGRltCE/fTlKpaZ7m9qEADGcXVbuZePWKD6RQVhFK38jOvspbKWu9FrxNC/E+UekJRwdZkoJ4UZqY8z/tEr8lo4LFHrmH+j2tZuWoblrr7SEyI5uIpIxg0sBsAPeNCCDe7+8tEBZv47POf/fYrOiKIAxn5fDp/A6kHswkym7h+6lAmDO/5p+PuPy7fzuNv/cThY4WoQEigieunDWX2PdM0mwKNvxXaIqbTEIdD5sc9BYgCjO8Wy5pDRVjqwiHtI8z0iQ91O97qkNl81Lsl75ResRi8FPa0ywrVNhlJEAgyNphkeRJ2AIeisO5QEVWedjbBarUxb/4agkPMDBncC0kU2bf/KPdcNpxoDwucZFmhz0VPNDMNa0xocAA3TB/G65//1mxfbGQw91w7jpCgAIaclUKPTs5C3xnZRfzf3HWs+v0AqqoyZnA3bpoxgg6J7sWwn3z7J17+ZKnH63ZpH8P2Hx5zVZQ61ZxJf/8aLUMT99OQH3bmAhBk0jGqUzTL0vJdoZDzusZg8mBBq6oqRdU28ipqyS634KgLiUQFGhjdObLZNawOhd257lWVAg0SPWODaB9hxi6Dt3C+1SGz9VgpJTX+LRDe/+8CNmxMRRQFzu7flaFDenPeOV0Z1TPR870v3cKNj33mtb0rLxjE14v/8HtdgFEDu3D55EHc+cI3qIrqslWWRBFBhC9m/5Np4/oDkHYkj37Tn/PZ3sxLhvPO41e26NonmjPp71+jZWjvkceJzaGwL7+SlQeLWHmwiLSCSuzH4cTY6uvaneEVFTDrnCs/wwL0CECQUUeAFwtaQRCIDjLSOz6E9hHOUbFRJzIipfnEo01WWJVe1KyqUrVN5o9j5ewvqPIq7M52JYZ2iMSk9/3nZbM52L7jIGaziacev5677pjBgLO7UqmKpNfNEzQde1wyYSCTR/Vt1pZOEnn7scv5beN+n9dszOotB7nt33NwOBQ3v3xZUZBlhWsf/pQDGfkAPPzaPL/tzVn0e4uvraFxstFi7q1AVZ2imlNaw6Zj7qGB4ho7u3OrGNo+nNgQE6LQYGF7IkkvasgKqbTaqbDYaR9uJr/S2uLiy5Ig0CUqkN5xQR6dFNMKqqiyyl5j9Km5lcQGBxDgpeqQqqoUVFkJNeqotdu89mPlyq1YLFbuvfsy2rePc/atrj/7CyoptdjoGBlIhNmAIAh1nu7wwxs389VPm/h+6TZUVWXGxAFcPmkAaUfyKSg5MVYMqur8+uDbNbz20KXsOpDt9xyL1Y7N5sBg0P5bafz1aH+FLUBRwSGD031cICI4gH6JcKCgypX6p6rO1/oNGSWc1zXGlX0iiQKKCgIqJp2IrmnxzVZSY1fcvk8vqmJguwg6RQaSUVqDrKhe3RXBOYI3otA1IdTjg0dVVQ4X1/hc7i8Ax0pr6BoT3GxfucXOH5kl1DoUesYGExtiYk9eJbKiuvxhBAE6Rpi5bFRPflu1nf79uni8Tn6llfxKK3pJ4IIesW6f3dVThnD1lCFux1vtx19W0BOyorDgtx289tClSC2cLD1RKaUaGn8WTdz90DBx6BR2cC7FTwgNICbIxOpDhVgdCoIgUFptZW9OJd1jgunSSPjqx7cOFRwOFaMkHNeIvtzicDkr1lNQZeW3AwXYZGdoIbO0hvYRZkQPF3A4ZHIKyhh93cv07RzPz/+9o1mGh0NRXStcfWHxkM9usctszCjG5pAx6CTaRwQiiQKJoWbyKmqpscsYJJH4EKeVMHGhjBvVD0VRfYqiXVYpr7UT2aQ6U1O6tI9BFASXSdmJIKewnOqaWsac040vftrk89jIsMBmpmUaGn8VWszdB6oK9ibCXo8oCOglgXOSG7xKIoON3Da6E52jfdUJFVyTma1BllUEofm5iuoU1fqYcVpBJZW1dlRVdcsjdzhkLFY71z38MWVlVazZcpDzbni92XUkUfBZAq8eg9T8uIziahyygiiKhJr0rjcISRRIDAugS7RzMrY+M0dVVS69eHiLHnQt+cTCgs2MOadbC470jSAIJMSEkRgbhiAIPPbmAl64Z6rHB2Zj7rt+/J++tobGiUIT9yYoisqxUgur04tZf6SkTlQ8/6cWBIFQs56z68ytjDqR9uFmvyswq20KhVU2jpVZSS+qYdPRUnblVFDjJX1QVaG8VqbUYqNXfCi+IjsORWXDkRL+98tWMnOLkWWF8soaPp23jnOvms2OfZmuYzftPMLuJrFkURBIDDX5FHgVSA4PwCDh1pfscotrkqGljy+TQec391wUINTUspfMT1+4DtNxxrwFQeDGS0eybf5T7Fn8HKmLnmPngmcQJIn7XprL5/+53mtfLxnfn3uuG3dc19XQOBloYZlGVNscrE4vccXR24WbnRWP/IhPfIiJ9uFmrA7Fb8xVEJxFlY06kUCj00Ux0KDD5lDYkV1O99ggIhot3ql1KNgcKmajDllVUVSVxNAAMsu8e7jIqsrDL35DdbV/w7B/v7+I71+/xW1b99ggcipq8RTdEICYIAORZj2CAHoJdHUTzY3fKspr7S2K/1dZfcfJ662Cm4ajvBEdEcz2eY9z/i1vk5Fd3KJz6nn9kSu4btpwFKVhXiMxNpzn77mEH37dwjdL/uDgz//modfmsWrzAeyyTKfkaP59+xTGDevRqmtpaJxsNHGvQ1VV1hwqcfNGkRWlxSsaO0YGklbQukyNQ0VVSIJAu3AzOrNIbIgJWVEpqXEgAjqdiCQIrjBGkNE5yg026QHv4g5gsXjPUmlMXlHz1aRhAXpGdIxg89Ey53xC3XYVZ1WlQe3C3D4XoS4zKNioo7jahigKyIrK0dJqUiICPX6Giqq6PHB8ERqgo29C6/K2OyRGsW/RM+xKy2LR6t3U1trYk57Lit/3U+vlYTLqnG5cN204gNs8RP3D+tJJg5i/bBvVFhtfvTizVf3R0PgraJW4z549m3nz5rF//34CAgIYNmwYL774It26OeOcGRkZpKSkeDz3u+++49JLL/W4z5uAvvTSSzzwwAOt6eJxs+FIaTOhKai0uuqS+kIQBAKNOg5nFXJ2sn/DqvoFRSLOt4NKq4MjxdUUVTsFOcKsJ8ioI7vcgsWuoBcFksIC6BARSKBR56pQ5IvoqFDyC0r9HpcYE+Zxe0yQkQt6xpBbXkt5rQNJFIgPMRHiIzzSMdJMaU3DQ2V/fiXBRh3RQSbX5ygrCqIgUG11sD2rrFkbOlFAVVXMBomOkYGkRJqP2/emb7ck+nZLcv1cXmlhyZpUHnptHoUllS4/G4Drp43A7pDRe5kQdThkbrjkXF77fDkfPHXVcfVHQ+NU0qoVqpMmTeKKK65g0KBBOBwOHn30UVJTU9m7dy+BgYHIskxhYaHbOR9++CEvv/wyubm5BAV5nmjMy8tz+/nnn39m5syZpKen07Fjxxb17c+s0EvNrWB/QbXbNoMkck77cMIC/AtpPZ3HP8y0CQN46f4ZXh9Yal1oJa/CyvbsMtf2xmXkpLqRb2OEuu3DUiIpq7Hz8boj7M6uAFTaRZrpmxyG2SBh0IkYdCI//7KZr79d7jG00pitcx+jZ90y/D+LoqqsPVRMfqXNNeIVgNhgI+0izAgOmaNZhThMAZTYFI9l/frGB9M1xteE9J+nosrCVws3879Fv3Mkq5DSCgu/f/8EXTrE+jwvO7+UO579iiUf3HFS+3c8aCtUNZrSqpH7L7/84vbzZ599RkxMDFu3bmXkyJFIkkRcXJzbMfPnz+eyyy7zKuxAs3MWLFjAmDFjWizsfwZFUdhfUI1OdM9EGdw+vC780bI20jMLKS6r4qPvVnPugC5cNOYsN4Gvf4aWWexsPVbSLK2vsc41Ffb6/Q5F5fONGczfluO8bt1hJdXl7MhsWFSVEmVmQP8edNi0h6OZeW5ZM40Zc063EybsAN//spU1Ww/QsVsKse3iMZmMqEBqRgEvvreJtLSj3H7bdBISvBuVxYWcGF95X4QEBXDblaM5eLSAbXudE8yV1bU+51dUVaWyulbLY9c4bfhTMffycqegRER4Ll22detWduzYwbvvvtviNvPz81m8eDGff/65z+OsVitWa0MBh4qK4ys5t/lwMb+t2EpxXiE1DpW+fToxblgvQlsxYhdFkXe+Wu76+d4Xv6N33860Cze7JhRtDoVDxVVklNSgqJBd7qv4hIPS0kpWr9nJ6jU7aN8hjuuvmYQ+MIh5W3P8ZqJkFNeQUVzDFTdMZevaLaxavQObzd3nZcqYvnz9yo0tvkdfLFy1i+sf+Yya2vqQzAYkSWRI/85cPKYfssPOw1edS2zSDHbkeJ6XEIC4EKPPsM+JZOueo3zw7RrXz/OWbaVfj2Sv4q4oKj8s3UpcpDYq1jg9OG7jMEVRmDJlCmVlZaxbt87jMbfddhurVq1i7969LW73pZde4j//+Q85OTmYTN5HcU8//TTPPPNMs+2teS394uft3PXMl9Raba5l77Ks0D4xivnvzCIlKbrZOc5MCgFRFFwx2v/7bjUPvvy923Gff/JIqy1gVVVFxZmO6KwLqlJUVM5zL3xJWXkVU268nKOVst9QSz1GncitYzvisDvIPpJN+p50unSI5V+XjyQkKKBVffPGuq0HmXDjm14fOB0SI9mz8Gmyymo5VFRFmcXh5ktTH46KCtQzPCWixVkxf5Y7nvuaz37c6Cr7FxocwObvnyAytPlCJIdDpqLKwpDLn+fCUX1478l/nJI+tgYtLKPRlOMeJs2aNYvU1FSvwm6xWJgzZw5PPPFEq9r95JNPuOqqq3wKO8AjjzzCvffe6/q5oqKC5OTkFl9n855MbnviU1fam9zI9Csrt4Rps95h03ePYzLqURSFPek5WG12ftu4j/HDexFsNrEnPZuP565l3daDzdpXFCgsLOGbb1eQm1+M0Whg3JizOffcs7z2qd4/xfW9IBAZGcItN1/Ef16aQ1pWKcZW/Me1OhQO5FXRMzGEq84fQNIVw1p8ricUVaWg0kqNXcEoCcSFmLj9+W98vklkF5Qx74+jYGweihEFZxppx0gzMUGGU1rjND2z0K2ea3mlhYtueZNv3/gXKUnR2OqsDAx6HXlF5VxxzwcUllSy60AWBSWVxEQ0t17Q0Pg7cVzifvvtt7No0SLWrFlDUlKSx2Pmzp1LTU0N1157bYvbXbt2LWlpaXz77bd+jzUajRg9CEZLeenTZS5zqKbIisLRnGIW/LYdRVGY/d8lHMsrce3/z4dLANDpJIxGPULdSLsenU7i08+XsGbtTrd2Pzycw5xvf+OFZ28iPLxl4iBJEr16phAfH9nihUH1iAIUV9swSAIJwS0PM3kiu8zC5owSFEF0xaYVWaZdp2TSjuR7PW/61JEoeoPH1XKqClVWBzFBBhQVMktqyCy1YHUoBBolUiLNxAcbT4roR4QFNpu4Png0n4GX/JtxQ3syYmBXBAE2bj/Er+tSXQ//rXsy6T/9WX758C76dPVsS6yh8XegVWEZVVW54447mD9/PqtWraJLF8+GTwCjR48mKiqKuXPntrgz119/PampqWzZsqXF59TT2tfS8KH3UlvrPRdcFAS6dYxj36HcZvvatYtlyoXDGDigO5IkUl1dy8pV21i0ZCPV1bUkJ8ZwLLvAa9vBwQG89/a9Xvd74v8+XsShaoGozp1bbDUpAMO7RvLguK7EhBy/uOeW17LuSAmq6tkY66s5S/l1aXMPdYNBxztv3k1AgO+H8LAO4ezOraDS2pCKWh+uSQgxMqRDuN901Nby4287uPL+j47rXEkUiI8OY9+ip/82XjJaWEajKa0KcM6aNYuvvvqKOXPmEBwcTF5eHnl5eVgs7gtq0tPTWbNmDTfe6HnCrnv37syfP99tW0VFBd9//73Xc04kDkXF7sdBUFFVj8Leo3t7nn7iegYO6OaK0wcGmjh/0hCeeuJ64uMjKSj0nV9eWWlhw6bUVvVZlhWKDh5q1TkqcMXZSa0S9vqaq0vTClm4J5/laYWs2JeLqno395oxfTRGQ/PMosSEaL/CLgA7syuosrqvMagfceRUWNmb13wS9kheGbPeX8HUFxZz9au/8tu2Iy26v3ouHNWHft2Tjyv7RVZUsvJLWbK2db9DDY1TSavE/f3336e8vJzRo0cTHx/v+moaRvnkk09ISkpiwoQJHttJS0tzZdrU880336CqKldeeXIr2VRaZTJLa0lIiPI5APa0T5JEZt06FUkSm5VTkySR2JhwHn/kWqw2/xWIVqzY1uI+K4rKvv0ZWCsrOS/ZiCjgc1k/OEVzRKcIBnYIa/F1LHaZ5QeK2JVTSUWtA6tDoaTGjjHA5HNy2GQy0L9/87e4lrwUqkC13bt3PDg97OvDJ7/vzmDo7Z9w+Udb2VImkqMGcNBq4LGlmYx7+icqWmC5AM7Q2aL3ZzGwV/sWHd8UAbj92a8Zfd2rvPzJUopKfRch19A41bRK3OszOJp+XX/99W7HvfDCC2RmZnoVBE/n3HzzzdTU1BAaGurxnBNBRa0DvSRRZrEzYdxAn1knnkIQ/ft1ITQ0yOt9iaJIUJAJk8n/SLnWaqO21saCBevYuzfDqxDKssLvf+yjpKSSQLOR568eylc3DGTKWXEkhpkIDdC5JmFFAVfBjmGdInj24p5++9GYzUfLmpmXVVXVeDm6AUVRCAluXvM0K7sQi8VzymdrcCgqZRY7L/z3Zy56ZA5qUicEyVlxSpQkhLrfR6UxhEtfXe6ntQYiw4JY+dm9xEa1PoyhAoWlVWzedYSn31lIrylP8/vujFa3o6FxsjijvGWqrDJhkoQAnDviLLZtP8iOnQfdRL5+crRXzw7s23/U7fzkpBgcDtlnnFUURWJiwsnM9D7JCFBTU8tN/3oZAL1e4u67Lqdv7xSXt3n9vxnHCvj408UApCQ4a512jA7koYldXW2V1thYsjufrFILZqPE+B4xdI9rXTZHea3dZX/QGLkFpQNFUaSiorrZ9uH9OtGvXThphZ4fEAIQoJfc/Hy8sX77IZ79YDFdJ03wuthIEATK9EFsOZDDwK4Jftus7/sT/5rM7c9906LjPaGoKlU1Vi6e9S4Hfn6W4MCTvxBLQ8MfZ4y4V1odBJv0iIJAuNmAJIncdccMli7/g6VL/6Co2Bkm6twpkQsvGEpcbDgPPfqhWxtWmx2hBTHapguGPFFY2CgspTey+GAlB2qO0bddGCEBesorLaxasYUNq/5wrTBNTc9hyZpUJo/sDUBFrZ30ohpyK2oJDTLQMTaQTlGBxAS1PououNpzn0NDA8k4mke75BiPbyyqqlJdXcvdV4wg5IZxrNi8nyCzkZmXjCAqPMgpfDaF7PJaN4sFcBbcPisxhPVHfM9RCMB7Xy7DEBREQAve7D75La3F4g5ww/ThHMsr5cWPfm3xOU1RFJXyKgtfL/6Dmy8797jb0dA4UZw54l5rJ9jkFD2rwzmZKooC508czKQJ51BdXYtOJxFgMhAdZKR7bDBbJg3kh1+3IkkiF4zuy+A+7X2WW1MUlfyCEvIapU22hIR+fdEZDGQUW8gotlBVUMjh1WucoZom4ZoZd33A+jkPEZMQzaYMpyi6Jh/LrWSXW+kZG0TPVo7cvSGKItnZhSQmRLl+rqd+BL144Tq+fu4qdDqJMYPdi2WIgsCQ9mHkVVo5XFxDlVXGqHM6YbYLM6GTRMID9JRZ7B7j7oqisHT5Flb/foCA8DD/HVZVamytK7cnCAJPz7qIyycNZPT1r9ZZEbSqCWc7CKzYvJ/Lzx+IxWonMiwIBNFlEyEIzhqwmoOBxqngjBH34mo7VgfEhpgoqXGOUh2Kil5yLhYKCgogLthI7/hQTHWFn9958mp6dErgqouGEBMZgs3uYEd2OQUewhfgfFgs+Mnzoi6AsBAzCQmR7N1/zLVNMhgITUx0xY27xAayesVyvCXhq8A/H/ucJ5+e2UwM63/em19FhNlAXEjLR/C+nCaHDunF3HmrOWdgdzp0aPCiKSwqY9HC9fzntvN9hqoEwekoGe/FN2ZIhzBWpRdjsSsNOfSKs6JT2oFjfPf9SgBs1TWoiuL6rDxeSxTpEn988zY9OsWz5ov7mXjTWxSUVLRa4BVVZe3Wg8SNdDqZRoYFMnPGSO66bjxmkwG1rmSjTnR+aWicTM6YP7FSi43DJdWIguDKmc4vq3VNZMYEGRmQHI6Ewuz/LqbrxEcYfsUL3Hz5KCLDnaZnBr2Os5PDiQ50iqYAyLKMLCsoisI3361g/QbP6XHjhvXk9+8fp30Ti11DYKBLrHolhtA9SKGwsNRnpknakTyOZnrPoxeAg0XNY+D11NeFrXU4v2wyBBp0xAUbPVZgEkWRGdNHI9ZamPf1r3z80UI++nA+xQeP8PHjl7nZ6nqivlxh/fWsDpCVhmdXoEHH+K7RCFUVZGcXUVZexaHDOXz40UJefHmOK21VttkoO5aFqnieB1BVFdlm4+6L+vvsjy+6pcSxY/7jvHjvdAz61uewl1Y0zC8Ul1Xz8kc/M2Da02za0ZDG6lDw6IipoXEiOWNG7ooKpTV2UnPLiQ4ycqzMgqyqdI4OIiUiEJNewmKxMujSZ8nOLwPg3n9OwKjXuYVidHVWwGUWOznlFtZtS2fjtoOsWbuT0lLvxTqWb9hLn4ueZPq4AW7bZbvzLUInCoztEc2mjbtbdD/5BaUkJ8d43KeCx8lRcAqLo4k21ov92UlhrD9STHltQ1ijPk4eH2rikkuHIV0+3GO7ZRU1FFdUkxwbhkHfkPPeUGDcvX92xTmy0EvOcIVBJ/L1d6v4ZV2qR1fMenJ37iIoJhqd0eg2glcVBQSBf/SJJDCgZW6e3ggLNnPH1WNJSYri0ns+9H9CI5o+k1WcBVHOv+l1hvXvxIfPXk9ibDgOBQx/j/VPGm2UM0bcA/QSYCejpIZAg4ROhCsGJruVtLvy/g9dwg5wyYSBHsMNQt2kbLjZQHVyOA8/7T0U0xirzcHqrWlu22xVVVjKyujfIwmjXiKwhZkWZrOfkIuHkb+iOoW9osrC028vYPPOwyTGhaOTRAb27sDd141ndOcocsotZJRasNqVuqIZZuJDPNsAfL5gIy98swl9QjKBUc64vGSp4oELezN1UIdmwu7WH0BWQVfXbG5RuU9hB7BbLBxc9htxfXoR1q4dYt16g+qiInoEOrhn2mjfn0srmDC8J+0TIjia07o5FG9s2H6I3hc+waRze/PwzRcwuHfLvZA0NFrLGSPu9aGYrtFBpEQGYdJLRJgbzKpqam2s+cNdeANbYPvbq0tisywQX+TklzF+eE+WrW9wyszbnUrI2SnIikqf3p0wGvVYrd4zbsLDAunaxbswKIqKzUMKo6xA2pFcrrrvQ569ezqvPHSZa4K0oLiC2f9dzH03TKR9hJn2Ec3z1pvy7AeL+WR9JrFnne2Mhdd9lrIpkBdXHOVgYQ13TvSda+9QnEW2BQGS48LZmZblNf1SEMBk0GOxWDj2+xayt+1AH2BCttu5/sKBvP3YiV0A9+n8DWTmnhhhb8zS9XtYsWkfC9+bxciBXf2foKFxHJwxMXe5bvK0c5Qzft40XXDFxr3NBrsHjxb4zfMODDDy4XPXt8r75KxuyVx10RCXGFbk5JKddghRAKNRz9SLfafSPXrLhRj13p/LoiiwJ6u5v72iwvUPf8yiD+9m/LCebpkvMZEhPHbrRcxb2rKVs299tYI3f/iD2F5O8W4cIqn/ft7uQlKzyz2e74lrLx7i9/P+951TOLz0eW669Fwmj+jBrdMGk7X02RMu7AD//XbtCW8TnA9fh6xww+NftGgdgYbG8XDGiLtJLxEfbKqrm6kiiaJbmEHxEMb46Ps1LfIemXRub15+6DKiwgJb1JctqRm88+TVZK15lWfumMq/rhjNpF7xqHUhiQvOH8K0qeciSSKCgOtfvU7i2bumceOMcxnUPhypyQNFVpwrhpfvyafKQyHon9fs4sZLRxIVFuQ1u+WKC86htNz7ZCzAdY98ykOvziOyS2evk5vgjIN//0emv4/DxaQRvRg/rIfHz1ySRHp0jOf6qcOIjw7lrUcv5/vXb2H2PdMI9bA69kRw6FjBcaVEtgRFUcnOL2P5xn0n5wIaZzxnTFimXXgAR0stqOAxI2T0Od2bhVe+WbyZqeP6M3pwd4/57YqicOld77Ny875WiUBFldNozWwycOe141AUlSqLlQffXcyFFwxDEASmTx3JuLED+P2PfZSXVxMeHsxtlwyjc7yzAHdUoJExXaLJKKnhaEk12WUWsktr2ZFZRkmVjTvGNi9RuGDlLt589AqfaYuKqnIgs4jBfTw/qH78bTvf/bLV2f+IcL9pibuzfI/cG/8uRFHku9du5pHX5/PpvA1Y67JkJFFg+rh+vPHI5QT5m2s4gZgDjNjs/u0XjhdJFNh/JI+JI3qdtGtonLmcMeIeZtJToLN5DZ+EBAUwtH9nNmxPd21zyApX3vtf7rpuPDdfNorougINB4/m8/H3a/ju5z/cUt9ayra9mTz0yne8eP9lKHUFs6958CPW/L6fWqudi6eMQK+TCAo2M+68gehFgT4JISSEuo9QTXqJ7rHBfLoug81HnLFhUQCzQeKCPu51aWtsMpMuOheDj3AOOOdhA3x44zzz7qKGY32M2usx6n2/HEqiu0mbyajn9Ycv46lZF7JpxxEcssyAXu2Jjz55nkPeuGziAD6et/6khU4URT2lDyuNM4szRtwVoF2EGVlREQVnCEMSBbfQzLdv/Iuzpz1DYUlDSqPdIfPKx7/w+mdLSYgJQ5YVcgrK/nR/Pvx2DT27JDFieF8ySmo4UJe3vuCndVRgILZTB8wGidJqO3oBBs84C0VV61Y3CnXfC/x39SGXsAuCU/Bfu6wPoU3SAbdllaMz6l3n+SI5LszrvsNZRa7vy7OyMXYP8jp6VxWFSX28F+CWBOeXJ8KCzUw6968d0d559Vi+WriZWtXutch4Y+KjQ3j7sSu46sFPsLZglawgCkwe2edEdFVDoxlnTMzdoTgzZuoFvT6uW79YSFVVAgOMpC58ltv+MYaw4ABEUcBocOa5y7LCsdySEyLs9Tz73iL25VdiaWKc9c2DF3Dd4HaEGHV0jgmkf4dw9uaWIaEi4CzFpxcFiqssTpOzhGD6JYVy66gUfvjXOZyV5D7KrbY5yKu0oiKQW17rcX6hHr1OItRHfdXGD8Pi9EMoiuJxBK8qCjpRYFr/BIySc0WmgPNLFJw53vU57n9XOrWLZtH7txMV5pyE9/dQfHrWRVwwqi9zXp7ZovZnTh/+l7yRaJwZHHeB7L8bvirRqCpYmy6kUVVyyi3EhpgoqrKSU1HL2Unhrv0Oh4O3v1rBT79tZ0cju4ATiSk0hBFjBhJgkFj4/TJQoV18OPsX/5tdORWkF9W4hFgQBPSSwKDkMBJCW+46aLM72HushPRK5wcQZNRxbsdI5wOuiVgpiorDYSfE7D0sc+7VL7FlT8MkaWB0FCnnjkDU6Wg8oSGpCu9dM4B+yae/eNnsDn5auYstqRls2HGILamZzoluUcQhK+h1Is/dNZU7rhoDOP+2hl/1ErsOZHsN6Zw7oDOL3r/db5ispWiVmDSackaIO4DF7vQssTkUDhVXkVlag11WkQTnQpogg45RnaOwyQpfzFvPI6/ORW5BTPl4MEdGkHj22ZgjGh4mtuoacnft4vsnpxMYG0N6UXWzRUP1v6pRnSKJCfYdq622WPnP//3CR3PXkdw+ngfvb0gVDAvQ0z8xjECjrsHLRVWpqrURHWR0jaa//GkT/35vEVl1C7t0koiKiiy7/8mIeh3h7dsTFB0NwMR+ybxw3XACjW0z6pddUMbcX7dSVFpFclwEMyaeTUSo+wR0bmE5F976DnsP5bosnOsn7O++7jxm3z3thPZJE3eNppwx4l5aZUOQRNYfKcEuK8QEGTFIItU2B4XVVkBALwqs37yHt9+d3/wCJ4iAiHA6jx2DIAjuy+frRLaLWMWUCf29FoVWFAXBYefSQR28XsNSa2PiTW+ydW8miqJiNOh55627mxURiTQbCDLpkBWVwiorE7pFY6xztHrg5bm8M2dVq+/vnuvO44UTLFynKw6HzJK1qcxfvoOqGivdU2K5YfpwUpKiTvi1NHHXaErbHFp5YW9eJfEhJrrGBKETRdfkos2hkJpbTk5FLV/NaXkln+MhoV+/ZsIODUVCAuNivRajgDrLXYORSoudYC8eKu9+vZqtezJdIR2rzc4vS3/n4ouGu8fMa2wU1zg9aDpGml3CvvdQ7nEJu8moc4UmNJyl/KaMOYspY876q7uicQZyRkyoOhwyVbU2jHqJnnEh6OqEtT7mrJcEzk4OJ9Es+jT/aikGvcT/XrmJq6cMcd8eGIjeZCJnxy72LlzMngULyVi/gaoCZ6aMIAhIcssyM7bs8z4P8N9vVzebNJ03fw1r1u4EwCHLzgdI3b6EUCNnJTSM9h56dZ7buboAE8FxsQTGRCNI3v9kaq0OJt30lt++a2honHzOiJG7JInsOJDNmIHNizhDw6hZ14IKSk0JDQ7gjUf/wbylW7A7ZMYM6cGNM85FFEXOH9mX7p0TeeWTXykrq0KQJPb//IubqVd5VjblWdlE9+hOQt8+lFdUIfkQUHCWvisv91yQ2W6XXTHyxqiqykefLGbZb1sZOaIvvbolM6JfRzpEBBBh1ruN6Pem5wCgM5lIHNDf6Tdf7xtjs1GYdoD8vZ5XVh44WsChY4V0So72eQ8aGhonlzNC3AVBABXXiN3bMSnJrYuFdkiOYf2chzGbDEwd19xDXBAEZl05hvPHD2LTwTzuvOctj26NAKaqEm4c0Y7crHxsNjsGg95jaEaWZbZuO8CVwz0/qHQ6Eb1Owu7wbMd49GgeX2cVcPnkc7hgaFfyKq3YZMXp5V53PZ1OQjIY6HzeWAzmALd+SAYDsb17oTcHkLXFsw/NTyt2cs914zzu09DQODWcEWEZgG6d4n0WwAD4+Pu1LfKSqSc3v4QAo3/vcJ0k8PuGXT5XOh47VsCW31Pp1q0dP8xbU1eNyL2/sixjsdjY9nsq/bp7LpAhCALTxvX3Ofp3yApTzutPemE1+/OrWH+klJ/3FVJaV6Fq4oheRHfr6hR2Dw9EQRCI7NQJU5jnNEdJqyOnofGXc8aIuyBJrhHo9r2ZjLn2RSLOuZ3wQbcTOfgO2o2+n6ffWdCieHc9VpuDAxl5fo+zORR27jjo97iff92MIEDPnh14650fyMsrdu1TFJVduw/z3Auf8/Qtkz2O6lVVpbjaxhXTRjRbfVuPJImc1T2Zc/p3psomu7x0LHaZ1YeKqbHJPHfnFCI7pvj0jVEVhYiUFI/7Lp00wON2DQ2NU8cZEZYB5wpJq0Nmzeb9XH7P+27REUVRqayubVV7QWYjocEBqOA1u0Wpm7TcuusQZZX+PWgKCsooL6+m31mdkSSRd96bj6woBJqNFBSW0zkpgs+fu5bh/Ts1O7fS6mBTRqmzipIxkHefu4EHnvuKskoLep2EqjptZgf06sD/XrmJw8Xu/VFxWjIcLKqmd1wwOpOfhVKCgMHc3I2xf49k4qPD/N6rhobGyeWMEff24QGsP1LKtQ999KdsXHt1TuDBmyZzwai+PkMfiqIiCJB6OJ9HZ39Nz07xZGQXez2+KX16d6T3sylkZReC1cr5/drRvWOcx2Nr7TKrDha7Fegwx8Ww4tsn2PzHfnanHcNk1DNheG8G9unA/vxKciqaP8xUYHtmKTe/uhhDbAJ2X2u4VBWH1b2NqLBAfvnwzhbfo4aGxsnjjBF3URT5ZcU2an1UOPLHoD4pLHjvDvQ6yW9GCwLsO5TDyCtnA85CFOu2pXs/XIDoqDBCG610FASB5KQY4kOMdE+J8HpuelENNllxsytWVNhTUE1CtxQGDupJUpiJ/Eorvx0o9FilqR6jQQeRcdgV728k4LTzdRTmYzToCAsO4J/ThvHYLeej050xf1IaGn9rzqj/iZmH/pxHzAfPXIteL6GTfFc2VlUVq9XOiH/8x7Xt8kkDeOzNHyks8ZzCqKpw/qTBHsU0KdRE+tF8nv1gCXlFFSTHhfPErRfQPiESgKOlNV7L/FXUOqisraTSasMgSdh9CLuqqpTV2N1j7arazN1LFGBoxwheeehhr+KvoaHx13JGiXuA0X9NVG8MP7sLHVuYuy0IApIkurJzAgMMGAx6lnxwB+NnvkF5lcUVGqrPsR81sh9jx7hPRAo4vdnveOJTlm1wzyv/36LfuWhMX7577WZsDt8eOCpgdSh0iwniSInv2P/OzDK3+2hcGxWcwn5BnzjuG99ZE3YNjb8xZ5S433TpCL78adNxnXv9lWN9himaYtDrGHB2V7ZtP8i1FztXqvbuksiOH5/g1a9Ws2D5diwWK8nJMUyeMIgePVNQ1IbKRCpOB8cvv1jcTNjrWbRqFzc/8z+mXzaeKpvnvHZwthlo0BFhNtA5ykx6UXOBV1SVnFILu5vUXhVEkeFRcO7ALuglkSEpEUQGHf9DUkND49RwRon7oN4dSIgNJye/tFXnhYUG0alzcouFXVVVau0yd995KXm5Rcwc28O1Pb3cwTmjBnLOqIFu5ygqxAUbCDToEASBuGAjksPG1J+3NGtfr9cx+fwhjDtvAGGhQT6FHZwPig4RzsyWsxJCCDLqSCuowlI3Y2q1y+w8Vs6Gg8XIHlJBDaqDqf0SGvqqKPz3u7W89/UqSitqCA8xc+sVo/jX5SPdim5raGj8dZxR4g7w3Tt3cOHMVyhrYXm84OBA3nrjTgqqaltUxaiejFJn+/HxUWw6WsbozpFkllrIrbB6PSev0sbYzsFEBDpHxk++/WuzY/R6iYceuJIunZNaLKTtwkxEBToXWwmCQOeoQBIDdQyY+S4pw4ZSVmP3KOrgzGe/cGhn189VNbX0nfosuYUNtVGLy6q576W5vPTxUnb9+AQhPop9aGhonBrOOHHvEB/Kuh+e5vuf1vHf79ZSa7ESFR7MzZePZPnG/azctA9BFPjf67cxsn9HdKKIrKpkldWQUVxNSmSgzxG8qqqUWewcKa52/gwU19gpqbFzqNj/A2VFejGBBolOUYEUlTaffJ044ZwWC7teEugSFUiP2KBmfRYEgSP7DmNo3xljcLDHBUuqolB2LIvhvRucHs/75+tuwt6Y/OIKxv7zNbZ8/5jfvmloaJxczihxV1XIKrehEwXuvGY8/5g+ij+OlrB0Tz5zMstRE7pz0c1n8+G1A5FEwRVjF1RIiQxCVlSyyiwkh5sbKiTRUHrOLiscLanhYGEVjQfCApBdZqHc4r+uJkC1TWZXTgUXXTKGb37egqXW5to3/ryBfsND7cMDSIkwE27We7UCqPd2P7pxE53GjkHS6dz95RUFW3UNOdt3ANcAcCS7iF0Hsn1ee096LulH8+ncPrYFd6qhoXGyOKMCpCqQVVbDsTILoiAQE2RkaIdIJvaKRZIdFB04wHtXn+0SxHoRrf9XEgVig42sPFhAeqGzmlNBZS1r0gtZcaCApWn57C+oRG6ySkoFDhbVNNvuj2oHvPLM9a6fjUY9EREhfsXdoUBEoMGvx0uAUU9teQUHfl1G8aHDyHbnGgB7bS35+/ZzcNlyAhplfX46b0OL+v3xD+tbdJyGhsbJ44wauYMzJVBRFY6WVNMu3ExEoAF7Xh67f1zIbf88H6POdw67QSehFwUOFFYRYTYwICmMGruMw48nzfEuio1OjCUsJICyCgsOh4yiKD5DMgLOh5BDcRahbsyBjHyWrNmNQa/jivMHcufVY3jx46XYa2rI3rad7G3bnTntjR5C548bwGX3fkhWXinFZdUt6nOtrWVvKBoaGiePM0rcBZwFOhRVZXduBYeyCtm/5whPvDEPVVW5ZsrgFrXTKTqI3IpaekYHcbS4ghqLFcOfyKH3hdWh8OnsmVz/0EeUV9WyY2c6Z/XthORlIZUKxAUb3SwWDh0r5MJb33GzP7jvpbkM79+J2Mhg8osbFShpdKLRZODHNftxWK0oDnfBFkQRUSc5R/tNnlyTR/Y+7vvV0NA4MZxZ4i6AQRJZvW4H//t6OZVNzLz0flae1iMJAoqisCa9ABsieoN/298/w+hBXclb+wp/pGaQnlvm1fpAAIJNOrci17mFZQy45Hms9uaj6fXbD9EuPpwRZ3di/bZDLo02hYaQ3K8vAbFxroVMZVlZ5O3egyhJxPTsTlhSEoIootYVEVdVleqiIizHjjJ+WM+T8CloaGi0hjNK3AFWr9zCBx8t8bhvW1oWyVE9/LaRW1FLXqWN+imL412pKQkg+4nXhAfoMdTVNh3UuwODesPREgtbs8qaLXoKNukY3D7CuUK2bsdt//7aJeySJDLg7G4kJkZhtdrZui2NzNxS7vvneH5481/8vHYPedUy8zKs1NrkhjkHUSQsKYmQhATnBHOjGrCuf4Gg6GiCY2N54vvtWLOOojOZmDa6N4N6ePae19DQOHkIqr8KFqcJvqq/K6pKTnkteRW1fL5gEwcOZrFp8x5sTWLDUVGhpC15DlSVwmobx0prqHUomHQiyeFmogMNIAgs2evfw72lmPUSFrvsNSZ/Trtw2oW72++qKlTZFLLKLFTU2pFEgbhgE5GBBqfw4oy3CwIED7wTh6zQp3dHbr3lYoKDzTgcMqIoIIoimzbv5ZtvlnNg8TMEmPRc9fEWjhRV01BhtfF16zKEfDzMUqICuWZIO0Z2iUIniVRbHSzcepQOUYGM7unZ1VLjz+Pr71/jzKTNi3tFrYN1h4upsSuoioKsqEiSSHVNLa+/+T0HDribif30v8fQGQwUVzekHwo4R8YhRh2yolDt0wu3dfSND+ZwcY3HVaa940LoFhPY1LcLcK5otcsgqyoFlVaKq62oQFSggeQwkytTJqD/7XRMSeCJx651CbpbO4rC9h0H+fjjRfzwf/fxwIIDx30vfRJDeeXSPkiCgK5R6EhWVPIraskorGRsj5jjbl/DO5q4azSlTYdl7LLCmkPFWOuMtQRRpC7CgTnAyIP3XcEjj31IYVHDopwym4pgt7m1U//0q7CeuCyQelOwjpFmOkUFklVWS06FFVlRCTbp6BAeQKXVzupDxVRaHRgkgXbhAXSMNGPUSYgCWB121h0upcYuu8bZGSU17MkVGd4xgrAAPaIocPGU4QgCHrNsRNEZqpm/YB13vroAY2f/YSlPiAI8eWEPdKLYLAVTEgViQoykZpVjsckENE3j0dDQOOG06Tz3o6UWah2Kx5CHKIrodDrGjWvweImNDT9lfYsw6xndORKd5BTD9hEBDO0QxoiO4fSJD2J3bgWbjpZRXG3D6lCotMrsyatiaVoRFbUObA6F1YdKsNidI36VhodQrUNh9aFiau0yw/p3pt9ZXbxm14CzNuvgc3qQk1dy3PdzTkoE0cFGr7n1OlFkbI8Ylp/AkJaGhoZ3WiXus2fPZtCgQQQHBxMTE8PUqVNJS0tz7c/IyGiYcGvy9f333/tse9++fUyZMoXQ0FACAwMZNGgQmZmZx3dXdWSX+S6dJ0kiQ85xZnYIAtx3z+Un3ca2Y6SZ87pEMaZLFAF6z4K7P7+KvEqnB03TB5PNobAho4QjJTVYvTy4VMAuqxwuruGlB2b4LfqtqmA2m6jKz0c8zoz8jlGBOBTf4SqdJLIp9c956mtoaLSMVon76tWrmTVrFps2bWLZsmXY7XYmTJhAdbVzcUtycjK5ubluX8888wxBQUGcf/75Xts9dOgQI0aMoHv37qxatYpdu3bxxBNPYPJXx9MP/hYWARgMesxmExecP5T4uMg/dT1/CIBRJxJu9p46qSgq6UXeFwupQJVV9uvLDnCszMJZXRLwV1dQFAUKCkpRHDIpBu/GZoAr9bEptXYF0cMkbFNKyyr9HqOhofHnaVXM/ZdffnH7+bPPPiMmJoatW7cycuRIJEkiLs49I2L+/PlcdtllBAUFeW33scceY/Lkybz00kuubZ06NS8C3VpCA3SUWexex6KyrGC3O3jnzbvQ6/8e0w9VNgc2P/mRAvgt0AHOh5soCnSODiS9sLpZRaV6VFVl3bpdAJQcOECh1URU1y6gqg0e9oJAwf40gmJiCIxsXvJvw+Fi7hjr/XemqCoFFVZ0tZ4rUWloaJxY/lTMvbzcOREZEeG5vufWrVvZsWMHM2fO9NqGoigsXryYrl27MnHiRGJiYhg8eDA//vijz2tbrVYqKircvprSKTLQZ5BBkkTCwoJOoLD7tyCI9lvoomVhIaPO969OAEJMzjeEHrHBmI065CYl9pS6N5s5Xy+norIGQYBVm9PI2bGTfYsWk7c7leJDh8jdtZu9Py0ib9duDq9ajSI3z+zJK69l+b4Cr9bBoiDw/sKtPDlzfIvuT0ND489x3OKuKAp33303w4cPp3dvz8vNP/74Y3r06MGwYcO8tlNQUEBVVRX/+c9/mDRpEkuXLmXatGlMnz6d1atXez1v9uzZhIaGur6Sk5ObHRNu1tMj1vsbAxz/AqSmDOsQRp947yloTrHVOXPlfRBklDD5EW4VyD6S5feYj79cyh+pGRh1ImM7RxJlEnE0shHIzSvmnffmsXT5lqaWMthrLBTsTyNn+04K0w7gqHXOXygOB/l79nq85itLD7DxsNPiwCErOGRn6qmiqry9cBtZe/cTFe7796GhoXFiOO4891tvvZWff/6ZdevWkZTUfAWixWIhPj6eJ554gvvuu89rOzk5OSQmJnLllVcyZ84c1/YpU6YQGBjI119/7fE8q9WK1doQH66oqCA5Odljnu+xUgtphVWU1VnuBhokBPBbwailDEoOpX2EGVVV+eNYGZmlta7c+HrMepFRnSMJNHh/S6i1y9gVlWOlFvbmew5fCMChA0d56oWvuP7aSZw3doCbmZiiqAgCrN+wmw8/WoSqqrz/1FVcP3UoADlF5cz+eBnLN+wlM6sQo0Fi7ODuLF6d2qp7ThnQj9DOnV3Wxo0fkt3igjmvewzBJh25ZRY+mbOMHuE6vnzxhlZdQ6PlaHnuGk05rnjE7bffzqJFi1izZo1HYQeYO3cuNTU1XHvttT7bioqKQqfT0bOnux9Jjx49WLdundfzjEYjRqOxRf1NDg8gOTwAu6ygqs4iFr/sL2zRuf4I0IkkhTkrDwmCwKDkMNqF2zhcXE1lrYxBEkgOD6B9eAB6L54whVU29uZVUli3cEoQnA+DGrvS7CFhlASef9n5wPvsi184mpnP5POHEBfrDI1VVlRjRuap68bwwo0TOJCRx4ffrqZ7SgxDzupEQlQobz80g9T0bGY+/gW70rJbLewAwxOMvHTnMO5+fzmrt2egNwcQkpCA3mQiLa+StLxK7DU1nB0is/yVqwkLMbf6GhoaGsdPq8RdVVXuuOMO5s+fz6pVq0hJSfF67Mcff8yUKVOIjo722abBYGDQoEFuKZUABw4coH379q3pnl8ai6tRJ1L9J0fuJp3IuZ0i3HK76+ufxgU7Hzy1dhmrQ/Ga/51TUcvGI+41XVUVLHYFvSQQYdZjsTm/bxcewJq1O7HZG/q9ctV2Vq7aTmhoIOOG9eT9J6923muddXHXDrG88vDlLF2XSkWVhZCgAP5IzWD0da+6Yu6tRRJFZt8zjXCzgc/vm8w3S/7gqXcWsnfLNoJjYzAFBTKsZxKfPjqNANPJNVXT0NDwTKvEfdasWcyZM4cFCxYQHBxMXp5zQUpoaCgBAQ11M9PT01mzZg1Llng26OrevTuzZ89m2rRpADzwwANcfvnljBw5kjFjxvDLL7+wcOFCVq1adZy35Z8OEWZKajyXi/NHWICOjpFm2oUFuC2zb8z2zDI+3ZDJHxmlqECYWc8l/RO4enCya4WmoqhsySzzmqvukFV0osiE7g0pmtfP81IIQ1F4+9ErkZpYDNR/P2F4bxau2MblkwZw+b3/d9zCrtdJLHp/llvs/IrJg7hi8qC6bvj2m9fQ0Dg1tOp/4fvvv095eTmjR48mPj7e9fXtt9+6HffJJ5+QlJTEhAkTPLaTlpbmyrQBmDZtGh988AEvvfQSffr04aOPPuKHH35gxIgRx3FLLaNdeAAhxtZHpQQg0mygY2SgV2FftreA2+bsZMvRUpdwl9XY+XTDUW6bsxNL3RtDTkWtz7RHFcgpr8XqaBip11hsHo+94oLBGA06H8Kq0rd7O7bvzfRaA9UXggCP/+t8Sja+ysiBXb0epwm7hsbfgzZvHFbP9n2Z/N/3a7HaHIwf1pMrJg+i1i7ze2YZBVWeBdMTAs5Rf7/EUBxKQzxcBCQRamwOLnh7ozO+7+F8UYDrh7bj5pEp7MuvYm9epd81oWO7RBJhdmbZ/OOBj5m/fHuzY95/+hpmTByIzk8lqQFTn+Jwo6IdLcFo0LH2ywfo0zXR6zGKorAzLZuq6lo6tosmMSasVdfQ+HNoE6oaTfl7rNw5iRSVVjHq2lc4nFXk2jZn8R/MevZrvnn1RsYP60lxjY3fj5a1KAavAqEBepoaQyqAosDi3flehR2cbo4/bM9h5ogO6EWhRYv9dY1Gw7PvmepR3K12R4vayipo2ajdoJeIiQhmxoSzeeLWCzEHeE/h/Oj7tTz97iKKyxtW1k4e2ZtXH5xBh8SoFl1PQ0PjxNKm36EVRaHf9GfdhL2emlobF9/+Hlv3ZhJpNjCpezSjO0cSHeh7AlAnCsSHBHjdf6iw2q+XS7nFQbnFTkKob3sFRVHJzinivGteIv1oPgDtEyK56dJzmx27dN0e1ySqJxyyzOrf07B5qMjkiVWf38fBX55j9r3TvQq7qqpccvd/ufPFuZQ0qWr1y7o9nHv1KxzNOX4zMg0NjeOnTYv7O/9b6bOos6rCXc9/AzizXKICDZzbKZKEkOYpls76qzAoOdxr5guATnA+VPxh1ImYDRIpEZ4fFKrqtA74Yd5qUtNz6H/J8xzIcAr8W49ezgt3TyUkqOHh8Ou6VNKPFuBweH770EkSb3y+zG+/ADokRJCZW0JqerbXYxyKys1vLeNwYCJ9Z0ynz4xL6DhqJEGxTr92RVEpKq/iqXcXtuiaGhoaJ5Y2Le4fzvWeJ1/Ptn3uzpOiIDC0QzgDk0MJD9AjCWCQBFIizYzvGk1kkPfc+nVbDvDaW994rGJUjwD0SwolsG4yt39iKB3CnQIvywoOh4yiqNjtMp98toQ/tuwHnCs+//HAx652Zl01lqnTx5LQoyuhSUkoCMy4612O1dn2OmRnOw5ZQZYV7p39Dat+3+/38wDIyCnhivs+YtCls0kY9SD/W7jZbb+sqDw0dze7agwY6jyDBEEgKCaaTqNHEdGpo/NAFb77eQullZYWXVdDQ+PE0aZj7hUtEBVVbZ6+JwgCHSLMdIhovvCm1ktUo6yihqm3v4MsK1QXFWGOiHDVF3W7HpBTbqG42kZkoAFRFBjYLozP5ywjv9pOUGAABYVlbNyUSk2Nu0PjnvQcSsqq2JxVzb8XpKJKgUT16Uu0ICDb7eTu2s3gS5/jwjFnccGovpiMevak5/DFj+vJzi9r1pcAox6L1e7z8ymtqOHGJ7+korqWW68YBcDCXXmsP1zazLqh/n6TBpxNZW4u9hoLqqqy4I8Mrh97fEVANDQ0jo82Le5R4UEUlvp3Ifxt037GD+vp9zhwhmY8pYj/+92fXMZcR9aup9v5E9F7sSwurrLx70X7efPyvq5tW3cdZvs+/17nX65J5+u95aii00KhXmAlvZ6kAWeTparMX7aN+cu2+W3Ln7A35sFXf2BAz2RW7Cvg56PWBrdIT6gqkR07kpe6B4D1GRVc3+IraWhonAjadFjmnuvGtei4S+/+kLQjLasQ5M3T65e1u91+lgzes0tkFTYfKeVoccMkZJC5BVYKAvxypNqnsMb17ePxjeHP4pAVrn5vLT8esVIr+xB2AEHAFBYGgDkqinLHyS2AoqGh0Zw2Le7XTBlCx6TmqXgJ8ZFcdeU4HrzvSu6YNZ1Bg7rz/rdrWtSmKIDew6fWOAvFHBHeosU8O7Ma0hJvu3KU3+OjEuMptTh8CqvOYCA4LtZvW60lumtXwuvsIPw6aaoqap0tcFL/s4gJbpkHkIaGxomjTYdlALb/8DjtznuY8iqnZe3FU0YwY/ooZFlGkiRkWeGcQT0oLCylxiZj9lO8Oa+8li1Hy5AVle7xwaREBoEAHZOjXZk5LV0W1lgip57Xn9jIYPKLvVcqmj5pEJtbUMhI10JDtRYjCER3874qtdnhokh5djYJZ/cnICKCi/rG+T9JQ0PjhNKmR+4ABoOObilOcRkyuCczpjtHyPUFo6U6C4GIiFDWHSnB24LdaquDx37cy7T3N/PckjRm/3KA6z7dytWf/M7iXTk8essFrmMtJSUeC1o0pX+7MLeff//uEWIjgz0eO/OS4dx6yVC/bQLYamro0zWRKWP7+j+4BRiDgtAHBLTI+15VFGw1NUR17kxs1870TghmbHff5nEaGhonnjY/cgfo37Md2/ZmctGFw7waW0mSSEWtg4IqG7FNwgiyonLv97vZnV3RbBVoZomFF389iCRAj96d2Zeajmy3U3LkCJGdOnkUREmAIR0jSAp3z3GPiQghY/ls5i7dyvtfr6HKUku3DnE8f9fFJMdHoKoqHaPMHCmq8Ww2pqrYLRaqCgp4+P6bmD7uLG5++ku+XLDZw9GtwG8UxtkbQXCuuDWYzZgCzUzoGcMDE7p4tTrW0NA4eZwR4n7zpefy9ZIttEv2HYsWgLxKazNxX59ezM6s5mX8GiOrYOrdnwGhoaTv3EPOjl0Yg0MIjo1xxmkEwVXtKCUqkCcu6A6ATVawORSMOtElgjMmDGDGhAHN+ycIPDChC7O+3llXlKNBdesFNnvrNlDhlqe+YPTAZ8gt8N3vlmCrqsJhtXoN99T34/KBifRKCEEnCvRNCiHKx5oADQ2Nk8sZIe49O8Xz5KwL/R8o4DEssyQ132sKZGMUFZSkjsy7ZwrdI41UWWwcKLXz0658cstriQwycGGfOMb3jKHWLrMho4Sccmv9pUkINdErLshV+9QTaakHObB8JQn9z8LcqHattaKCnB07qcxzrmKtqrFy9UOf+r9nD8RGBtMhMYrYqGAqq6ys2XqQooPpxPbq6fFNRBQgKTyAu87rhHiCyhZqaGj8Odq8uCsqOGS4Yfq5LEsrwCZ7twZQVQgPaC6sJdU2v8JejyjAol15DJvWi4gwaBcP43q6vzEcyitlR36t+7Vx2vvmV1oZ3TmSMA/9cDgc3PTklzhkhYPLfsMYEoI+IACHtZbasuaGYKv/OMBjt0xm5e9pzfb5YshZKYwZ3J1zB3RBFATOveZlivbvJyA8nNDEBFRFQRDFupRMCA0w8PIlvTVh19D4G9Gmg6GKCjbZ6dgoCE4LAV/oJcFVMq8xcaEmn34yTa+ZX2n1uO/d/60kYdSDLPjjKA4PzpEqzvj+1mOenRvf/HIljkYPJ2tFBVX5+R6F3dkXlUsnne3Vd94bC1bs4p7/fMeAGc9zz3++49vXbqJv10Qy1q/n6IZNVBcV4aitJUQPt5ybwpwbB9Lez2eroaFxammz4q6qYG+SsNIpMoiowOaLi+pNwYZ18GwKdlHfOOQWDt1FAY953fe++B33v/IDYRGhtGsX68rSadZvoNRip8zSfPXo6i0HW9SHxkSGBvLJ89e1+rz66NTabenc/ORXHM0pBhUqsrM4vHI1exYspHNNDledk0i42fuCLQ0Njb+GNivuikqzkbEoCpzTPoI+8SEEG3UIgF5sMAWL9jIBOLB9GKO7RvlLGnFd94I+7nndR3OKef8b5yKp+PgIT6c1Y/fhPFQVHIrz7cPmgMvOH0hsZMsLMUSEmokIC+LSiQNY+dm99O+RTGsjJ7KskF1QRkm5czWtoqiuz/WLHzdy27/ntK5BDQ2NU0KbFXdv42xREGgfEcioztFc0CueC3vFcXZSKMEm79MPgiDw3MU9+MfgJIyN/AdURaH0aCb7l/xC7q5UkBUGtAtjaEd3AX/k9R9d31u8lMlryltfrKCq1oFDqZuoBS6ZOIjdC59l+vjmmTSeePimSa7vh5zVkQ1zHmL9/x5sdZjGG4qq8r9Fv5N+tOCEtKehoXHiaPMTqv5o6UhWJ4ncMaYTF3QLY/StH1Jrc2ApLcNhdcbXC/btoyLjMPN+eqpZaGffoRzX93v3ZlBba8Nk8h7KqKmp5eV7piI0aUcQBCRJ5MNnr+NwViE7mtgVN2bUoC7ccdXYZtsn3fyWK24vigLjhvakT9ckLFY7v65L5VBm64RaEkXmLt3m9iDR0ND462mzI3ephaLt67Cl6/dw5wvfct9L37P3UC4Ak298k8LMbCrz8l3CXk+txcpF/3rbbduPv23nSKOapVabnYWLN/jsU/aRbGIjQ9BJza0QRFFAUVVu+8cYn21sST3abNu8ZdupqLNhOKdvCrt++jffvnErD908mX/fOZUtPzzJ5y/e2DITs0b9KWtShUlDQ+Ovp82O3AXBuz1vPTrR88h9087DTLvjfcoa+cG/9/VqkuPDOZZb6vO6ew/lcuhYIZ2So7npyS/5amHz1aE/LVyPyajngslDUdWGqkuqCgsXb2DasG4+nR/1OonzR/bx2Y9qi40la1KZPLK3a9u8Ohvgrh1imf/uHRj0Old79Uwe1ZcvXrqR6be/67P9ehyyTIoHczYNDY2/ljYr7uB0b7QrngVeJ3oe3R/IyGfcDa97zI7xJ+z1/G/hZrqlxHkU9nq+m7uKZcu3MnRoL8JCgygrq2TDpj2UlVVxxehefl0l9Tr/v7rtezPdxL3+YXHXdRPQ6ySPsXedJDJmcA+GnNWRTTsP+72GQa/j8vMH+j1OQ0Pj1NKmxV0QwCA5xb0+PVwQnKLeeFBsszlwyArmAAO3P/c1+uBg4jp1whwZgSIrVGRnU3IkA9nWsslQh6zw7AeL/R5XWlbJkp83Ndu+c98xRp/TzWNYpr79XWn+C3skxoW7/XzZ+QOZt3w7l0wY4LOYtt0hM2PSQHalZXH55IEsXrWbkvJqtxz7eiuFVx6YQViwluOuofF3o02Lez2iAKIHLXt3zkqe+2CJK/wiAJFdu9Bt0kS3VZiBUZHE9OzB4VVrsJT6H71PG9eP1z7zXYxaJ4lIkojV1rxu3+fz13HXdeO8hmZ0ksh/v1nls31JErn6wkFu2y4a3ZfYyGCMBt+/dp0kMvW8/lx70TkEB5o4dlMpj74+n/nLt7veaLq2j+XJ2y5k+vj+PtvS0ND4axBUbx63pxkVFRWEhoZSXl5OSIj/XPBbnv6KLxa4j5qDYmPoNNpz0QxVUZDtdvYtWozi8G7nGxFqpltKHBt3HCYuNoKoqFAqK2s4mun0fBl1TjfuvnY8Iwd1QxQFDmTk899vVvLZ/PUojUJB10wZyhuP/QNZUVyjbFlWkCSRLxds4M7nfOeX33blKF598NJm23cfyCYiIpTIsCCf50sC6Js8EItKq8jIKSbYbKRrh9gWWQBrnBpa+/ev0fY5I8V9+75Mhv3jpWbbU0aeS3BsjNcydaqqkrV1GyWHfMeiUzrEc81VE+jSJcm1LTevmMLMXB7953gcDhldnWArigKCwE+/bWfmY5+iKComo57xQ3tQUFLF7VePZfzwXkiSyK79WXzwzUq+/2WLz+tfP3Uo7z91ldf95VVWdAY9ko+4vkFyvvFonB5o4q7RlDMiLNOUh16Z53G7L2FvfIwncTcZJGptMikd4nn80WtcxUDqiY2JID4ukuxyC4mhDf419ROnF5/Xn2Ub9jJn4SZsNge/rt8DCFzz4Ed+72dgr3ZEhQeTkhTJ47dMJsLLqFxRFGY+8QXLNuzj54/uJSUxyvWQaYwk/P2E/cMff+f/fttPjSIgyDJD2gfz2h2TCQlq7gWkoaHRhvPcfbHncK7nHS0JM3g5ptbmDNVc9Y/xSJLUzDtGrFPL1Nxyj5k4iqJyy+XOkJCiqtjssltdVl907RDL/Ldv5bWHLvMp7ANmPM83S7ZQXFbNxJmvMWfR5iYxfxWd6L0I+F+BLMsMvXcOH++rQYxPJigxicB27UkVohj80A9s3et9IZeGxpnM3+i/8alD52V0XlNcgqp4twQGqCkq9rovJiacbl2TvZqCAdhllYKq2mbbJUmkR6cEn9f2RmS47/g5wGufL2f/kXzXz6Xl1dz1/By6TniYMde+xLArnuetz5d6zf3/q5j+7ALUmEQEQUAQRdcXQEhSEle9ucIZ2tLQ0HDjjBT3xrnfjSk8cMBnvF2VZUqOZHhtN6qFpl4Wm+cJ2ZaO1Jty73Xj/R7z7pxVHrdXVNeyY18m+w7l8v43q4/r+ieLWquNbAK97hcEgdD27Xn72/WnsFcaGqcHZ6S4v3jfdI/by49lUXjgAIDbCF4SBFRFIWP9Rp+57hUtXIZv8BD3sDtkFq/a1aLzGxMcaGTm45+zcrPvghxFpVV+22rJMaeS79YeQGcy+TxGEEXmbfa/2EpD40zjjBT3kKAA5r5xi8d9Odt3krVxI30TgggN0BEVZGBa/3gOLl1GZV6ex3PCQwO5758Tmf/GvwjQiXj3pHROVMYFuwuWoqgIwDtf/dbqe6mstrJicxqT//U2vac8Q1VN85AP4DNU1JpjThWqCjVW/28yqqoit8iMWUPjzOKMzJYBuGBUHzJXzOaqBz5m084jOBwyBoOOqy48h8f/dQHx0aFux3/yloEjHmpNt0uI5Of/u5vYyFBEUSC4ysofmd4XOnWNDkInidgdMoIgIApgs8vMfOxTdh/I+lP3dOhYIcOveokZEwfw4/Id2B0yZ3VL4j/3TmN4/06s8DO6H96/05+6/p9FVZ2Fxh11L03XTTiLdu0L+fr3Yxws8PxWIQgCZ7VvmUe+hsaZxBmZ53487DuUw9kzXmi2/bfPHqBvtyS3lMLcCgu7cyqwyYprlakkCPSMC6JLVCCp6Tls2XsMg07H9n2ZzFm0ibKKk+useOOM4Xw8d73XdwpBgC3fP0bPTvEntR/eUOtKIjbtX73lwWM/7mHzkRL3cxQFW3U1Gx4fT0BAy50s2yJanrtGU87YkXtr6dEpgduvGs07/1vl2tavRzvO7tW+2bHxIQHEBpsorLJSY5MJ1IskhBpdRl09UuK44F9vn9IY90dz1zPrytG8/+1qt5Ww4EzT/Hz29X+ZsINztO7pwaOTRBRF5ckLe3DJBxuptTvFXlUUFEXhqr4RZ7ywa2h44u8TZD0NePn+Gcx9/WYSY8IApye6tzQ8URCIDTaREhlIUniAmwOjXi/x1G0Xnoouu7Fo9S4K173K7f8YTa/OCXRMiuKsboncdNkIOiVHn/L+1FMfjvGGKAqYDRJjujithVVFQSgr5pFRCdx/+bBT1EsNjdMLLSzzJ3AoDfFhX3hbyv/GF7/x1Ds/YXfI6CQJWVYQRYGJw3uybOM+bE0rfPshOSmG8eMH0rd3RxAE9u3LYOnyLRw50rBoy7L9HY5kFzH+hjfILihzPz8unN8+uYfkFtZ5PVGoKlhbcKsCKhabA7NB8phxdCajhWU0mqKJ+59AqYsT+8MoeV8YVFJezQ9Lt5FdUEZMRDAzJg4gJiKYvKIKpt/5Ptv3HUMniQiCUDcJ6xTDpgwf1pubb7wIVVVd1geyLCOKIl989SvLf9sKQPbK/9Bp0hPUWu0e+2M2GTiy7PlTuqy/peLuycxMw4km7hpN0cT9T2JzOItXe+PPCJKqqqzdepAla1KptTno1y2J9omRXPCvd2j8a4uPj+Q/z9/sXMXp4SmiqipPPfMp2dkFXDZpoM8iIgA3TB/Gu0/8w0M7DXFxgZavZD2aU8yrny6jqKyaft2TuPua8zA0sR22OnwlkDrRzMy8o4m7RlM0cf+TeMvyAOeEht7HqP14+X13Bv989DMOZxUBcM1VEzhv7ACveeqyLLNx0x5KMnP4eW0qVTVWj8fVExJkIn/tK66fm6YogtP/Jq+gFJNeJKFuDqIpDoeDCTe9xcYd7ouMRFHgmdsv4v5/Tmjoo+KsmuUNAae4/52sEf5OaOKu0RRN3E8AqtpQ7UmlodqTKJxcMcorqmDPwWwsQWHU+on9l5ZWctXgDsSMuB/ZjxeLThKp3PKW62e77HnC0+GQOZJdxI2Pfsp7T/2DAT3bue0fcfXLbN3TvFB3PW89egU3XTqioT0vcxiasPtHE3eNpmizUicAQQBJBIMOjDqnEEmnwIArLiqE84b28FtZCSA+OhRzgIEAk97vsYEBBtf3io9MFp1OIiUpigvHnsXIa152c2jcvi/Tp7ADPPHWAvf2ROf8RP2DURKcdXA1YdfQaD2tEvfZs2czaNAggoODiYmJYerUqaSlNax6zMjIcMV9m359//33Xtu9/vrrmx0/adKk47+rM4zYYKPPBfgCEB/izAWfel4/v+3NmDjA9b3s541AJ0n8c/oIFEXl6gc/dm2f/X+/+L1OeZWFnfvda8EKdXMUBsn576l4SGpotEVaJe6rV69m1qxZbNq0iWXLlmG325kwYQLV1dUAJCcnk5ub6/b1zDPPEBQUxPnnn++z7UmTJrmd9/XXXx//XZ1hdIw040vdVaBzlNNd8eX7LyHA6H30bjYZeOHuqW7n+iMqPJgAo56M7GKO5TpXkRaWVLbgTDiSXcTWPUe59J4PueBf7/DO/1Yi+3uiaGho+KVVK1R/+cV9NPbZZ58RExPD1q1bGTlyJJIkERcX53bM/PnzueyyywgK8u05bjQam52r0TKCjDqGtA9n09FSaJLRogKD2oUSGuAU9LAQM9vnPc74mW9wLM/dA6d9fAS/fXqPWxpkSwbNtTY7tXVFP7btyyQ5PoL2CZFs2nnE77m3/ftrShtZL6zYvJ+HXpvHB09dxTVThrTg6hoaGp74U/YD5eXlAEREeF70snXrVnbs2MG7777rt61Vq1YRExNDeHg4Y8eO5bnnniMyMtLr8VarFau1IeujosKDq9cZRGKoiUndojlUXEN+pRUViAky0CkqkGCj+6+5fUIkB35+lu37MvlmyRZEAa6YPIizuic3a1cSQfaRg+5wyMz9ZYsrNTO2ztP+mdsv4tuffdd6BdyEvR5FUbn5qa+ICg/k/HP7+G1DQ0OjOcedLaMoClOmTKGsrIx169Z5POa2225j1apV7N2712db33zzDWazmZSUFA4dOsSjjz5KUFAQGzdubFaLtJ6nn36aZ555ptl2LVvgxFKf6qnUGaA1xiHLWG0OxlzzEgeP5mM2GSje+Jpr/5X3f8SPv+047msHmY0Urn/1uM8/k9CyZTSactzifuutt/Lzzz+zbt06kpKSmu23WCzEx8fzxBNPcN9997Wq7cOHD9OpUyeWL1/Oeeed5/EYTyP35ORk7Y/7JKCqzhx0Z7qngqqo6HQSWXkl/PORT9iSmgHA47dM5rF/TXY797Z//48vFmxyqxsbGhSAoihU+sm3Byjd+Bomk8HvcWc6mrhrNOW4wjK33347ixYtYs2aNR6FHWDu3LnU1NRw7bXXtrr9jh07EhUVRXp6uldxNxqNGI2aG+CpQBCc2SsV1bW89dUqqi1WUg9ms2LTPpfD5E0zRjQTdoD3nryKtx69nK8W/UFBcQVDzkph5MCuhJ5zV4uuvXhNKpdMOPuE3o+GxplAq8RdVVXuuOMO5s+fz6pVq0hJSfF67Mcff8yUKVOIjm6922BWVhbFxcXEx/91FrQazQkJNPH4LZNYuTmN1ANZDOzVnq4dYnn2zouJi/I+WtTpdFw/dajbNoNB1yJjNIvNsweOhoaGb1ol7rNmzWLOnDksWLCA4OBg8urKzoWGhhIQ0JBhkZ6ezpo1a1iyZInHdrp3787s2bOZNm0aVVVVPPPMM1xyySXExcVx6NAhHnzwQTp37szEiRP/xK1pnCzGDO7GmMHd/lQbM8afzWc/bvR7XPs4rcqShsbx0Ko89/fff5/y8nJGjx5NfHy86+vbb791O+6TTz4hKSmJCRMmeGwnLS3NlWkjSRK7du1iypQpdO3alZkzZzJgwADWrl2rhV3aMO88foXfYyJDAxl+9l9b+k9D43RF85bR+Mv4Zsnv/POxL7zu/+61m7loTN9T2KPTF+3vX6MpmreMxl/GFZPP4Yc3byEuKthte7v4cOa+cYsm7BoafwJt5K7xl6MoCpt3ZZBXVE5cVCiD+3ZAFLVxR2vQ/v41mqIVyNb4yxFFkaH9Ov7V3dDQaFNowyMNDQ2NNogm7hoaGhptEE3cNTQ0NNogmrhraGhotEE0cdfQ0NBog2jirqGhodEG0cRdQ0NDow2iibuGhoZGG0QTdw0NDY02SJtZoVrvonCm11LVODOp/7tvI24iGieANiPulZWVACQnNy/yrKFxplBZWUloaOhf3Q2NvwFtxjhMURRycnIIDg5uVshZwzP1dWePHTummU2dQk7G566qKpWVlSQkJGimaxpAGxq5i6LotZ6rhm9CQkI0cf8LONGfuzZi12iM9ojX0NDQaINo4q6hoaHRBtHE/QzGaDTy1FNPabVqTzHa565xKmgzE6oaGhoaGg1oI3cNDQ2NNogm7hoaGhptEE3cNTQ0NNogmrhraGhotEE0cW/DHDhwgIsvvpioqChCQkIYMWIEK1eudO3fuXMnV155JcnJyQQEBNCjRw/efPPNFrW9ePFiBg8eTEBAAOHh4UydOvUk3cXpycn87AGsViv9+vVDEAR27NhxEu5A43SnzaxQ1WjOhRdeSJcuXVixYgUBAQG88cYbXHjhhRw6dIi4uDi2bt1KTEwMX331FcnJyWzYsIGbb74ZSZK4/fbbvbb7ww8/cNNNN/HCCy8wduxYHA4Hqampp/DO/v6crM++ngcffJCEhAR27tx5Cu5G47RE1WiTFBYWqoC6Zs0a17aKigoVUJctW+b1vNtuu00dM2aM1/12u11NTExUP/rooxPa37bEyfrs61myZInavXt3dc+ePSqgbt++/UR0W6ONoYVl2iiRkZF069aNL774gurqahwOB//973+JiYlhwIABXs8rLy8nIiLC6/5t27aRnZ2NKIr079+f+Ph4zj//fG3k3oiT9dkD5Ofnc9NNN/Hll19iNptPdNc12hJ/9dNF4+Rx7NgxdcCAAaogCKokSWp8fLy6bds2r8evX79e1el06q+//ur1mK+//loF1Hbt2qlz585Vt2zZol555ZVqZGSkWlxcfDJu47TkZHz2iqKokyZNUp999llVVVX1yJEj2shdwyvayP004+GHH0YQBJ9f+/fvR1VVZs2aRUxMDGvXruX3339n6tSpXHTRReTm5jZrNzU1lYsvvpinnnqKCRMmeL2+oigAPPbYY1xyySUMGDCATz/9FEEQ+P7770/aff8d+Ks/+7fffpvKykoeeeSRk3mbGm0EzX7gNKOwsJDi4mKfx3Ts2JG1a9cyYcIESktL3Wxlu3TpwsyZM3n44Ydd2/bu3cuYMWO48cYbef755322vXLlSsaOHcvatWsZMWKEa/vgwYMZN26c3/NPZ/7qz37q1KksXLjQrV6BLMtIksRVV13F559/fpx3ptEW0bJlTjOio6OJjo72e1xNTQ1As8INoii6Rt8Ae/bsYezYsVx33XUtEuYBAwZgNBpJS0tzibvdbicjI4P27du35lZOO/7qz/6tt97iueeec/2ck5PDxIkT+fbbbxk8eHBLb0PjTOGvjQppnCwKCwvVyMhIdfr06eqOHTvUtLQ09f7771f1er26Y8cOVVVVdffu3Wp0dLR69dVXq7m5ua6vgoICVzubN29Wu3XrpmZlZbm23XXXXWpiYqL666+/qvv371dnzpypxsTEqCUlJaf8Pv+OnMzPvjFazF3DF5q4t2H++OMPdcKECWpERIQaHBysDhkyRF2yZIlr/1NPPaUCzb7at2/vOmblypUqoB45csS1zWazqffdd58aExOjBgcHq+PGjVNTU1NP4Z39/TlZn31jNHHX8IUWc9fQ0NBog2jZMhoaGhptEE3cNTQ0NNogmrhraGhotEE0cdfQ0NBog2jirqGhodEG0cRdQ0NDow2iibuGhoZGG0QTdw0NDY02iCbuGhoaGm0QTdw1NDQ02iCauGtoaGi0QTRx19DQ0GiD/D86MU7fdOi1aQAAAABJRU5ErkJggg==", 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qQE0cLduOexxOucMFZilQKhMpxTe8fqyqFqnYLIlNjjrlFd45Y8poe8n/7u/+zvQYHR0dAIBEIoGOjg5MnDgRdXV1WLZsGfr6+nTHOHjwIBYvXoyamho0NzfjtttuQyaTMTudLXxuVyqCE4HEMeS6oRFNuKXLqbnuf62zSC7mofyfHgJ8PE6TMzYQgaVHFry/xy6rL730ErLZXG+t/fv34xOf+AT+8R//EQBwyy234KmnnsLmzZvR0NCAzs5OLF26FH/4wx8AANlsFosXL0Zrayuef/55HDlyBCtWrIDf78e9997rbeyUVsb8LhaLoaGhAQMDA4hExqh0WiIGZAdlD7os8Jy85MrHL8j3LilrY+SRBScRgJqWUo2aUwGMxu9fOcf2Uyagrgjn46Ak4dJ33y94rKtXr8aWLVvw+uuvIxaLYfLkydi0aRP+4R/+AQDwl7/8BbNmzcLu3btx/vnn49e//jWuuOIKHD58GC0t7LpZv349br/9dhw7dgyBQMD1ufmUvJSE5C+faDRC9X+7O7Ls3KHUwSIup2CWs5uRU/aUakoei8V0SzLpbGpKpVJ45JFH8C//8i8ghKCnpwfpdBrz589Xt5k5cyZOPfVU7N69GwCwe/dunHXWWaqwBICFCxciFovhwIEDnt47F5glx5AKSaGxSVpVN1K86tn818yEreD+jsjhlBrFS17MAgBtbW1oaGhQl66uLsdz/+IXv0B/fz+uv/56AEA0GkUgEEBjY6Nuu5aWFkSjUXUbrbBU1ivrvMBtmKVGrAWkIQCCPBOXcoHtMNgpFUcRoTkPOzHYK1U0+eeEVzTilD+HDh3STcmDwaDjPhs2bMCiRYswderUkRyaJVxglppgPTA8CEA2Uqs2TEMBYW1WT56JU7O9Dll7zSYA1Jdy1JXNYB9ANB5RCiDYDPh5G+VCKD5wne0biUQ82TD/9re/4ZlnnsHPf/5z9bXW1lakUin09/frtMy+vj60traq27z44ou6YyledGUbt3iaknd1dWHu3Lmor69Hc3MzlixZgt7eXt020WgU1113HVpbW1FbW4uPfvSj+NnPfuZ47AceeAB/93d/h1AohHnz5uW9wbKBECAgx2XqJKGFfdIYQkQBW0MmIYDkPRzCNZQCmTiQGgSyqZE7z2iQzbI6o8TweREAqaPA4DtsPccTRCh+KYSHHnoIzc3NWLx4sfranDlz4Pf7sX37dvW13t5eHDx4EO3t7QCA9vZ27Nu3D0ePHlW32bZtGyKRCGbPnu1pDJ6GvnPnTnR0dGDPnj3Ytm0b0uk0FixYgKGhIXWbFStWoLe3F08++ST27duHpUuX4pprrsErr7xiedzHH38ca9aswRe/+EX88Y9/xEc+8hEsXLhQ9wbLCn8IIEEPRTe0BYVd7VDIqJxJxVgF+OQJlr2UOAYMHQbS8ZE530gTjzr42uTQr8F3gURitEbFKQBJkvDQQw9h5cqV8PlyE+OGhgasWrUKa9aswXPPPYeenh788z//M9rb23H++ecDABYsWIDZs2fjuuuuw5/+9Cf85je/wZ133omOjg5XZgAtRYUVHTt2DM3Nzdi5cycuvvhiAEBdXR3WrVuH6667Tt1u4sSJ+MY3voHPfOYzpseZN28e5s6di+9///sA2IfT1taGm2++GXfccYersYyLsCKFbAZI9BkEoYMk1Dp7iPxot13dKUUO0kCyH8gMWa8PNrEA/XIhmQQy7zlvp7Ull/ozHUVGM6xo1wcmFx1WdPFfj3ka629/+1ssXLgQvb29+NCHPqRbl0gkcOutt+LRRx9FMpnEwoUL8YMf/EA33f7b3/6Gm266CTt27EBtbS1WrlyJr3/96zrh64aibJgDA6z1bFNTk/raBRdcgMcffxyLFy9GY2MjfvrTnyKRSOCSSy4xPUYqlUJPTw/Wrl2rviYIAubPn6+GBZiRTCZ1YQixWKyYt1I6JIkJSyNmPYC063JPZCeRxfZEm29eIqSsvbAEmNYpTi2fkKb0ey61dY1tefDdshaao0XRBYSp930XLFgAK90uFArhgQcewAMPPGC5/2mnnYann37a83mNFHybkCQJq1evxoUXXogzzzxTff2nP/0p0uk0Jk6ciGAwiM9+9rPo7u7GjBkzTI/z3nvvIZvNmrr97Vz+XV1dupCEtra2Qt9KaUnIWg21ctyYkJcGaUiV1P0v5I4rSUB6kNkbpSLqZ6ZPutsufryM8tjdltSz+J9jiUBI0Uu5UrDA7OjowP79+/HYY4/pXr/rrrvQ39+PZ555Bi+//DLWrFmDa665Bvv27St6sFrWrl2LgYEBdTl06FBJj18QlLKqQlphqXXq2AkbpeiGahHXCE2tdkoElhUUf4/Z6FIx1i4jfgwYihYmON06kWhS9tCXAy4vSuNXMvhOyUfCqRwKmpJ3dnZiy5Yt2LVrF6ZNm6a+/uabb+L73/8+9u/fjzPOOAMA8JGPfAS/+93v8MADD2D9+vV5x5o0aRJEUcxLlteGBZgRDAY9G2xHnNSw/A/Ra4qqXdIMotmesCruKtogdkWASixuU8qaCGKJCc5wcy7V0g1e3JbpofKwZdadAgxxD/hIUHR5twKm5OMFTxompRSdnZ3o7u7Gs88+i+nTp+vWDw8zgSEYDMKiKEKSzO1ugUAAc+bM0YUFSJKE7du3q2EB4xoqT4uHjwKZfkMIpVNKpMCC0BWBRbMGjUcp96Z9LZuvqRqnOMl+b+8h4CGmk5ZR6wwn84EHqwknB+/p45KOjg488sgj2LRpE+rr6xGNRhGNRhGPs7CTmTNnYsaMGfjsZz+LF198EW+++Sa+9a1vYdu2bViyZIl6nEsvvVT1iAPAmjVr8KMf/QgPP/wwXn31Vdx0000YGhrCP//zP5fmXY4UmWEWdpPsByQ5ZtHSw63JKSeKHVKS+wJlmLBUYjXVgDWrE5sIAu2PUPIYPyn4AeI2iLuMfux106xNmUrKqvE1DscGT1PydevWAUCex/uhhx7C9ddfD7/fj6effhp33HEHrrzySgwODmLGjBl4+OGHcfnll6vbv/nmm3jvvVzIx6c+9SkcO3YMd999N6LRKM455xxs3bo1zxE0bsikWCFfI8Y0cCO6KbRD50hHaP5Fr63Q7pXQJGYTdTq30RGVTcpaJwHEMCCMo7TNwXc0n7lhHTF7EUzIcmyp5ik5L+/mlWwaiJuEDakQw7/aqkXw1hTNEZKvJSnnqC0g13boCAAXIUvhZmaKSL4va8YaxBog2Dj24UdKBo92GIozzjg0bc3SMhWYoxmH+cLsU1AnFhGHmZUw78/vjo+YaY/wXHKvJI45bEDz/9UJj1Len8zy0AHmPMrCU5EOKpeOc0MmwTzzZmSHgaQEhCa6P/eIYBLHmuckI/ptK0N34IwgXGB6IdkPW4HnOptnpKHMWx6a5M1b7han0KJsguWhi2NUhm7wHTjm4+tfYN9NmWqXo001T8l5PUy3SFlWlMIKO2FJNeXbRgsqAYn33W/vZQrtxqmU6nd/vFKiCEunt6PEtyoLF5au4V5yjjN2qYNOPwC73PCicNJo08BQH5Bx0TSt1NqvlB79m8TgEbgSlkAuoYAQgNSN9Mg4FQKfkrvF6NwoBC92MiKUSOBkgeRxAE0OjdNGwFyQTY5ykLs2mB/uBCelQF3jCI6p8iCCAFJE8Q1SxqZiLjDdQjQ53MUdCK6Ek62w9DIOWXIkTwA+O8/5SGjAo31laJw6ys3JsuCJ/IdPxT3DbZgcZ8QQICgB5caAZ2qtOWp7jauPTlN449dCDItbqP7RyQbrL+XUlLCA+NFi8Gj+R2OMwVQf5dAuLiwLQ2fOKHApU7jAdIsQYGE6lJgLTSBfaKoajll4i52TyEy7tNGWzA+S/1LWwZbpr4O7n4SLcRDf6ApMaBxRRtMH0TyqFe3L96LljB1cYLqFECA4gYXKEBGAJgdci3Kh5tW4lPSLdnurRbu/8kAEhzRGu2mwLEgkk3x0gL2vmmZAsLN1aqWPXQroaGNyU9IJRyUtVXYKEcIrExWIUg+z4KWMNUxuw/QCEZjQpBkgPaypI2mwS6oZJXb2SsUrYSPgTG1wlDlvfBNYLnt60OQYZsekrIzb8OHcS2IYCERysZrZNPOs+2uAFAWoViO1zPe0GHsJnGReqJ2qf2+AjUYuf+6q0AwCdZNHeIAVhECKcvpAKF+vDxeYTii9wonAcsiT70PtCAlAFRhEQE4IKoLQ6YfhxvmjFZoSAJHlaws+JuyktPsalZJhu2wciCfYTSB90lBLs8ymrWbB6G73oykmOMUmIFxT8qFxKgcuMK3IJoHkANT6lNpptGnoitaz4EXQuPSaaxHlOqCUovge5ZR50M1eB1Cw0BTtpvUjhJ1X3A4CZpvOvg/QkLmphaNSqja75Qj/ZRiRJFbbMvEe1OrpRieMWgXd8iBwLQS9/naEUE5Ipk869+IZKy3RS43NUlE3TWObddLwif5/xbY5dNhqB46CQIpfyhQuMLVkM0D8CNRyZdoqNmZYBqGbTQ892gCttpWSLOUxk3DRi0cA/GMguMRwCTTfAtEJTavP1kyYKp51YvO9cqodPiVXoFm526P2IvNqY5TRhrXoZugO02813MgqrpOycWbjrCqQG4ouvuHBxKB8Ftk4kKTMNjoW0y8lvnLoMEwFoxM0y8KiOKYUnenDnT4VwLBBWBajZVBJYwJ04YwgInLtcw2B7rpxKPu6HZvE4kdd20ktbhZiLSCKzFwh+pkNNT0IpE7mb69oadkE8+L7a12OdQSgknmUQR7GG94oT7ysClIDgDY3Xhn6GLcCrmYbJheYAAunKRVqZo+Xi47aT/912UJeBDlhHnV/nYvpu5lgl88VqDXRVI1jUaIFNII+FQN8NWOX2VE3TV913RTN+1BiN91+d9kUuylI8o2OEHbz89ezrDAjlLJsKyrfeNIpIDNgMzSjIJcfB9/hWUpjBBeYAJA4gXwBUOS0wbPH1iJ3XDe99yg4lcIXYth973H9ydkipdgiBHKCU5dmaRCW6rgl9tmGmsap0NTOKCS41sSlDGtzjKz+GIr5IjMI+OqAYIPsRFQcSSQ3jjTsZzF2nxchrKL8GGmaReeSl7HThwtMgIUOaX+go270d/DmarU24rS9Zj8lNzx9EtbCwOnHK7eiUBCCQGhCfi9zswucyE4qKZULhRoLFKFp2dLDICztNDhJAuJHYW7b1TzPDBpuUnZOP8P3Mt6nrMV6urnALGOkDPTB5kDR2iUwAj96j7bM0ESWy02zmsB2r2MyOb6UlLUrRSN2ccz00NgKTACqLdA0T58YHqm10FRbc5i9b7O0WM22ls5BC/OGKdR5kxGGEAGkCDsvKeP6bjysKJOEp4vfiGnfGIsLxPvBLZ5qw2YszqEIKKmYFEWLY9OMfp1ja45RTpM0xeBMA4Hazlh5nSD3/Vm9p8ww8m8kDjGfdhV68taVr/ZVDXANU0lz1NZQdIvdRWDqyHE7LXPy7Np53hUvdVKusFTMBWgnBOxX67cdD613awDIdlf1M9Hm/AN5n6tRy8zE4TgLKdac4/h9eXX8lR5uw6xmBFkTI4qWUOCPUefksbqozOxehZzPKjBbc97EcYD45FhI0UHLMzuei3G5nZb5xkF+dl2Twfnj4FQxe/9aW67dvk4JD6VgDIPrq1lg8im54C9AC7OYCnv+EbtW0Vzsb6Kh0gxrT2FbGNhwjODEwro9Wr13wW9vv6QSy1rKxA3FP0aAumnyPbEAYZNOwPpGZYbBiWh3Tq/joQDCU7ztwykJXGCmBz1sTPQ2L12tRbe40WS9XEDGi9EwFiUYPtBgcn6T82ROwr7epgVmNx0xxJxPZuskOeRoOMqEevIE8z4P942s4HQdimMYc2pA88Th+yHGf5zMPZrXbYWrvC7UwhIJxgyl80CBSwFi591338U//dM/YeLEiQiHwzjrrLPw8ssvq+sppbj77rsxZcoUhMNhzJ8/H6+//rruGCdOnMDy5csRiUTQ2NiIVatWYXDQy/XPBWZ+8Qo3JfSdYvoKpdBZVt4FaiATl6fFRsGqWZSeRdkkC4kpBjEEhFvk+EuLAO7Ee7L3XjFTaLTi+LH8sKVioZRpsqmYB1u19vPMmrzmsKvOwmEoGq08UqPD0cLTTjU2cd/YWtKKKh5cwHT+/fffx4UXXgi/349f//rX+POf/4xvfetbmDBhgrrNfffdh/vvvx/r16/HCy+8gNraWixcuBCJRK6k4fLly3HgwAFs27YNW7Zswa5du3DjjTd6e++UVkalgVgshoaGBgwMDCASiehXZpJMk1S8u0IQ8IfZ1NOYb2zVVsINSjxfobJTWzRCdwwXYUS2J5VvAkY7plGYmVV5dzymiZ1WDXCn7LP2hfXnSp5kmqwpigCVq7+XIjwrq9QxNRFapkOQ1/kmAiG5TN3Qu/JKj04Xz5eXHyyqXRNpoSYsBIHaSaZ72f7+S4Ryjj8vOBf1/sI13JPpLGb/9hXXY73jjjvwhz/8Ab/73e9M11NKMXXqVNx666343Oc+BwAYGBhAS0sLNm7ciGuvvRavvvoqZs+ejZdeegnnnXceAGDr1q24/PLL8c4772DqVLsGgTkqW8OUJNaXO3lcDqDOsOleZlCe/h1DnqAxDRPygoO9Km9zmj8NMxWW8v/qtMalSYBSAJK508c4Tp12rT2uAAQmsEd1DES/j9ZRIskpg5k4kOpn0+6s3HNHSsvC0uozUs6ZtW/a5hYpI9f7tOnCSWn+/wQ5YWk5xiKom2axtMiPpwC1rUB4MnusO8VSWI42pdIwY7GYbkkmzXtOPfnkkzjvvPPwj//4j2hubsa5556LH/3oR+r6t956C9FoFPPnz1dfa2howLx587B7924AwO7du9HY2KgKSwCYP38+BEHACy+84Pq9V7bAjB+Drjq6ViAQgQnRUuHZcO9WsJpNzYwxhTbYbmNyftOga8qm6mqcotmh7NoCy1NwKc289+px7aAe7csmSJJFCw/o3weRzwcqv0cBqC0y7dDKTO2LuM8DJ6LslBwPYVk5lOIbxSwA0NbWhoaGBnXp6uoyPd9f//pXrFu3Dqeffjp+85vf4KabbsL/+T//Bw8//DAAIBqNAgBaWlp0+7W0tKjrotEompubdet9Ph+amprUbdxQuWFF2ST0rSQ0aDMsaBa59hJazEKAbDCbnmpDjbRCzklQus1Dz5tCk/x1jnLJcC6r8RnbW+ThNFWlcgV7O8FqOB7NuP8stKSH5EpK8rmc0l6FEEBCzETjd+vwcni/RPljCNWiKfPtq5BDhw7ppuTBoHk0hSRJOO+883DvvfcCAM4991zs378f69evx8qVK0dlrAqVq2GmHSqR66afyhTXiEut0UxbNO0eafLcamyeoIZH5TgeDwNYj89x3C7elzQKwiI5IHu0TQSz1XuQUkAg5EJYGj9QB7ux6cvlG4OoIhBWjanghX0GkUhEt1gJzClTpmD27Nm612bNmoWDBw8CAFpbWwEAfX19um36+vrUda2trTh6VF9CL5PJ4MSJE+o2rt666y3LDdeaDJiGGWoBM7h7PA61EFam27gZS6HCUnmqtPF1e04TO+aI4dFsQXzexiNlNFEPmtApKjl8B7LJwHYbK43SzI5sNWbCHDdlzmh7yS+88EL09vbqXnvttddw2mmnAQCmT5+O1tZWbN++XV0fi8XwwgsvoL29HQDQ3t6O/v5+9PT0qNs8++yzkCQJ8+bNcz2Wyp2SCz5njUa5QAQfi2urbc69PtQHNqXXOmM0U3fT6bAhbMf4u3ASnKUOV/I6nbUtNybC0jA3UoEWtgH3mnNnk8zJlE3CWig7mFio7GTyW2QlBRqB1PsWx9G+5mAzDrp4T+Oc0S4gfMstt+CCCy7Avffei2uuuQYvvvgi/vM//xP/+Z//qR5v9erV+OpXv4rTTz8d06dPx1133YWpU6diyZIlAJhGetlll+GGG27A+vXrkU6n0dnZiWuvvda1hxyoZIHpr5cLJVigvciNVcEJAepagaHjYL25lXAhAkCQ97WJE7TLMbcSLpY/oiJtqY67C7lwKDsB648wm2JBdTULgPishZcCpSxcSHXeFSm4jQKTUtmOKjH7plgjtwYxO48LkwVve1EQc+fORXd3N9auXYsvf/nLmD59Or7zne9g+fLl6jaf//znMTQ0hBtvvBH9/f246KKLsHXrVoQ0kQ4/+clP0NnZiUsvvRSCIGDZsmW4//77PY2lsuMwkwPmXRW102hfDQuwtiI5kBMSRA6pobJDQovWkWSrZDh4bE2xE6ZWxzaE+piischQTTFc435CCKyDptGJZqZp2eFS8BORhdM45aqnYvrv19EM43B+wc/OC8ghUTH99ywE5OpPVnn5Dje90KTC0k5dMJpxmK8vOR/1/sKF/8l0Bqf/Ys+IjnWkqOxbXrCBXXRarUjrrfZHnKd9wQZ2ISVPyPLAwh7m1ivttSISO7jFgWXBpq4mubAYIsoXt5m5QJveqTmF6baw8ZC70X6dhLYBfx1bnIQllexnEOY7wXa8gmzDzgybF9qQUsi3V7qBAMGmEROWo001F9+obIEJsP7YgXpm31KKBQs+b0U3/DVsGewDkLEWeoXadVzFVVpd7ALUSkuq0BShBqwDOeFj5wFXKxq5NQE42VspK+Rh1NKsCE5gKZVuP0Mpg6Kn4EZ8NfI0v99mI48mEgComVIZ3nFOFQhMBTFYfNXvuhYgfhLIDpivd+tkMcZmal/LOyY0MX1mGKehsjDXTp+pxmNsPLY6LddOx0uBEuNK3Mm1gqpGmZzTjS3R6rOkEmsRXEpBLIYrT1i6qbfgtH+ZUj0Cs2Qkc97yES8WC2dlJu/6l/LDaIidbc9D8y+vEMKm1451JIn3/ulF9Vu3EJrJE0zLdbu/1Q1S+3o24T1aYZxTzVPyyo3DHAko1YQqkeLvtI7nk89jJzXNQpdGxY/n4hxiSO5c6ZDap5ae8wAR8gsTF1o0RUvWZf666zhfysrYpQdLX4GJM+pwDbMoiO5hRA5vq51Y2FG1VY+UzWzHWIBdzgmt4yY8GUgcM/GyAwhEnMOHLM8RkQuqaOJtHZ1qHj5L080M8beW5yK5baQEkEoAGGChScHGstY4CRFAzPque9i/XOEC0wuEMFtbXoFbg7OjVFBq4y22CzIv4GLUpnK63t8gmBV8NSwOVkEQgJoWVrEoPQRAYp+jr46tKxQie5+zcebZlrQ2UxPbruP7cKAUX212GEiCtSouU0Y7cH084enX2tXVhblz56K+vh7Nzc1YsmSJLmXp7bfftqxOsnnzZsvj9vX14frrr8fUqVNRU1ODyy67LK9a8rjBGOSehwCEW+VppjwVNSYFqVNtF3hJ8SyGgn/D8o5ikAnJcLO1BiUGmKAITWSaZTHCUj09kWNpJzGhHG5mGq0YRs6cQdj4TCvJe5CCpbrOs8N8el6mePrF7ty5Ex0dHdizZw+2bduGdDqNBQsWYGiIBQ+3tbXhyJEjuuWee+5BXV0dFi1aZHpMSimWLFmCv/71r/jlL3+JV155Baeddhrmz5+vHndcIYbtm3oFJwCCyKakta2sTFhQ1iYo9B5y1Xltl25IoH5NVt7ukiDHbirjdIUiQeR6mYLINL30YJHtfYtE8LFkhJpWJkBrWlnQOS1F64sSSc1S1PocKwRS/FKmeJqSb926Vfd848aNaG5uRk9PDy6++GKIophX+aO7uxvXXHMN6urMA8Rff/117NmzB/v378cZZ5wBAFi3bh1aW1vx6KOP4jOf+YyXIY48hDDtUQyx6aWUZteQGGbap5n31l/DnB+ZYbnsmIl2YVYKDpCFWLYwT6tZgeC8bZR1SiyoEo8pbysE2A0iPWwhcAh7f/Eo9JJ2APDVss9qrKZgSrHlbNoipdPLjUdjr1aD/G3O62gXHqWZw0ggFGfDLMnMYowoyoY5MMDiEZuazFMLe3p6sHfvXjzwwAOWx1CqLGtzPgVBQDAYxO9//3tLgZlMJnUVmmOxmOfxFwwhgC/EFi/7+Gv1U/pMCkgPsOkZlQBKAEgaxwUBE5YoXlgqrynHVmx9eTGeBrsppWzMvhpZexyC2urDF2a2yFS/+RiUtMVgo7exl5q89NhCNHSNAFTtpGbHcWnPLuO8cm7DLABJkrB69WpceOGFOPPMM0232bBhA2bNmoULLrjA8jgzZ87EqaeeirVr1+L9999HKpXCN77xDbzzzjs4cuSI5X5dXV26as1tbW2FvpWxwxeQWxBMkVsQaFqnEpK79kr2+5LteUrnPrXVBTUsMlqhoAj8mmagdioba7DRPFdfS2aIaXgA1KZfo12+oJR1OKn2MzILY3JjMpFvNpyyo2CB2dHRgf379+Oxxx4zXR+Px7Fp0yasWrXK9jh+vx8///nP8dprr6GpqQk1NTV47rnnsGjRIgg2qvvatWsxMDCgLocOHSr0rYwfpJRek7QNWbGJOTRN2xQBUW53oGt5YPYZa1ItqY20VnokOZE4yprNDb0rPx7xWH3dI5QybXhYPq/OwVKMsFY+E4sbDOBuJhBosIl+GP+Mdj3M8URB84LOzk61TeW0aeb9SZ544gkMDw9jxYoVjsebM2cO9u7di4GBAaRSKUyePBnz5s3TNSwyEgwGLSs0ly2O1YA0r5nZO61QbHlqW1cPQdd2jhIvAk81Mcg57umTLAvGTVUiLygl37JOLTXcQpDLzZe/H51QlJ1yBOZxprpD+Vh0QLlrl1WcGunpl0opRWdnJ7q7u/Hss89i+vTplttu2LABV111FSZPnuz6+A0NDZg8eTJef/11vPzyy7j66qu9DK/80Wp+bvr+qEJI+9ziuITIF3QBWl3Golmc4KE5l9lFIqVZcY5SkhkqobAEAKK5ySgRC9pFtjsrNUVNEVmf9nBz+QvLKseTwOzo6MAjjzyCTZs2ob6+HtFoFNFoFPG4PkTijTfewK5duywdNjNnzkR3d7f6fPPmzdixY4caWvSJT3wCS5YswYIFCwp4S2WMYCz/ZRSAVhcksdHSiMaJVMB0lBA5S8dqmu/B8aWMR0t6qHQ2TUqdezm5xTcBevuuehLkHEBmnykxWcCiJ8pYs9LCJizFTMnH+h0Ujqcp+bp16wAAl1xyie71hx56CNdff736/MEHH8S0adMsBV5vb6/qYQeAI0eOYM2aNejr68OUKVOwYsUK3HXXXV6GVhkQwuIZUybFKtyEFRHBeppcrL1w6F3mERfDLMZUsS8HGoC4XWsIQO9dNm5HmeZbEq+xRf/1gnAKLPfweRZVKGQcYmM+d71/mVLZFdfLldSQXmiqoUBORXWVr9LwlQp+5GpdekAJZ1K0U21xi3BzThBIGdap0XQqbLg6zDTdminepveW45WAYbMe04X8xIu5qqnmlJTdDAQ/i1f1UvPTA6NZcf3gv8xHJOC2HbHJcVJpnPrgM2V5rZaxclzBBGqBkMb2q3OY2GBljPesXSrhR1oHE9GfPn4s97/gY+mOojEDykxYGhD8pRGWgDxXNGpzY6EPKO9byc/PsHz3xHEX3SnLAOV3VsxSpnCBOV7xBaG2/VViMgu+zuwcEhq0TiQjeT90CmQMGmVemTaNNmml/QZKrGEENEU/xkRYyhBoPjPN55ZNuqgPOr6pYnnJBea4Rtv2V8Gpv7Yydc77dbrRMj3+knUNyKh1xg8shGWwsfReY1+YVUEqSlgWe0UbYzOhlxKZMi++UcW55FxgjmcIYfY9pbp3nraWt4OJnFA86PIxqM3+Xsu6aY+T7Lcvvqs0N/PVMK2yZoq7vuOFEIwAfqO26xazz8DMS+7CyZV3CM3rieMFjI0z1lSY+64CEUSWiqgU7qBZawVIFarKBvKjJEF/kWtjNg3TbNcxHxSAHNBNs3K/bhuyCeYoGq35mKcCD3ZjMpoptLYR4zobW7PBrAkpw+qDlmEnySqOW+cCsywwFu6QMizeMBtnAkvwsxjOtBwEroYgUc01rWif2otZubgL+AVTCmSHgHjKXSwmzZQwfMgFpESOJMtsK6PQtDA7aFG1THmbTLwsBabOIVjo/mUKF5jliOBj/dJhmHb6aoG4dcESAFBTJI0aJ1vpIt5T3lYJN5LSTIC7uQZGqxgywG4gdnGprnB7MxGgpk26hRCUdYm3KoXbMCsJUQRqpupf080mif4xDycbqdGZYZxnOjCaAdxK3VLnDUuwzqXgIwaNvmRa8ChjzA4tZClTuIZZaQiC83TJNq5Tq1UZp+92x3TYRAx7sI+WCKUyfnIAeqEmMMdTJm5T+s3MxmuFmzhZkvvcle/HrnL/OKaa62FygVlpuKpeRNxrkY6va9dbxXAKhbXSLQW+Giass0nZhirK/X2IXBR5SM5nl6fUYgiQkvYxqQDMPw8rjduo2VNmPrHTMAf7AWRYn6RKq8pVxnCBWWnETxR5AKJZHISkTgEV2MWdHoROmxOCuT5HY4VSIV+SgMygPEbIMZu1LLxJypqERllpmVaaubKtg8kDYII6E2eOPFFp8WFCOgGkFY00zHoVjTVV7CbnArOSkDKAFIcq7Kx+mJbapTxl9hqPCcheepO+OVKKaXfCGE8/M/H8DJtUiuXAK+03bHEzRTeLOrCbrktyeTunEneKV30YGIyzG1ChvdxLQBXLy3I2v3LyyMRhno6owSpFMW/aqHnNDKN2qbMFarVUsAygscxsyaZM0hHl8RHBg7A0/m+3nfF1s2B2jyFditMoeQLIlnGmUBnDBWalMDTANDwiQncRKoWFdQWGlUe5tS4RmeAwvfVbTTFpbp3gwsZWqjqVhZAa0D8nXjVprxjDtrSJBPKihG95GgLJjd1qCj8ajHJq5Je+9CXV0aQsM2fOVNcnEgl0dHRg4sSJqKurw7Jly9DX16c7xsGDB7F48WLU1NSgubkZt912GzIZ7zcdPiWvBIYHAMgCSY2jtJgG6jy1JZhXUQBSwvlYWYuq7aOBtu9QSYWl3ALZMxpziZfKRdrPfCwp8qdTyL5nnHEGnnnmGfW5z5cTXbfccgueeuopbN68GQ0NDejs7MTSpUvxhz/8AQCQzWaxePFitLa24vnnn8eRI0ewYsUK+P1+3HvvvZ7GwQVmuSNJANVob8aSbFrU9rpy50YlfbCYcmNmZjszSlbYt0hKGTyv5ujbaSpWWnuBn7m2VfIYMRZhRT6fD62trXmvDwwMYMOGDdi0aRM+/vGPA2AFzWfNmoU9e/bg/PPPx29/+1v8+c9/xjPPPIOWlhacc845+MpXvoLbb78dX/rSlxAIuM+24lPycid+VP/cziKvClP5a5fMmnpZYbNNGRvx83H7ZowtJ8wupRH4YIqdGYwjYrGYbkkmrWchr7/+OqZOnYoPfOADWL58OQ4ePAgA6OnpQTqdxvz589Vtldbdu3fvBgDs3r0bZ511FlpaWtRtFi5ciFgshgMHDngaMxeY5Q7VCD03gk/dRn6U3GhcJtV5tGY6uwZsuRO7OM8IIXjtO+SErCFKcn688lysMSmibIbms/IqAMdD8WFSggVAW1sbGhoa1KWrq8v0dPPmzcPGjRuxdetWrFu3Dm+99Rb+1//6Xzh58iSi0SgCgQAaGxt1+7S0tCAaZXbeaDSqE5bKemWdF/iUvJzR2ubc9PzRYmyMljfNswmj0W2nsZfq7KcGfKUWWh4Qg7Kd1S3K+O283lnDtmAxnELYsJ2bKbmLTCGt7VUaW/NGsb3FlX0PHTqka1Fh1TZ70aJF6v9nn3025s2bh9NOOw0//elPEQ6PbhdOrmGWM+kESuoB0ApcVXuU8jVIY+V1bdFi3c4alEpLY4Fdb3VbvAoFKsfBGl7L+98sJ99BWCo3NOV7CDd7HNv4IxKJ6BYrgWmksbERH/rQh/DGG2+gtbUVqVQK/f39um36+vpUm2dra2ue11x5bmYXtYMLzHJGlU+Sd6+v09ROnT4ZQpTc7JvbgT0EGlkJujGjAMHnWCTYbB/to9nxrNYjd8PRft5EYBlSWu2fSkBw4tiWhSvRlLxQBgcH8eabb2LKlCmYM2cO/H4/tm/frq7v7e3FwYMH0d7eDgBob2/Hvn37cPRozt6/bds2RCIRzJ4929O5+ZS8nBFDAAbY/8oF5arwBpBvk9RO6TXrKKCbourCkmwEijLLDE0a+5qPYlDfTiMPrfmhAI29aK+19vMFqxafTTCTC1WKPxOWxhmIeCyOPAKMcqrP5z73OVx55ZU47bTTcPjwYXzxi1+EKIr49Kc/jYaGBqxatQpr1qxBU1MTIpEIbr75ZrS3t+P8888HACxYsACzZ8/Gddddh/vuuw/RaBR33nknOjo6XGu1ClxgljOiRmujEtRal04pkdRQuUeSNVRJc3ECJtoAQX4RYgvGkyNXDAJEtAltUgRlgcLS9pgu0N7sCIDMydwhQAAIclfOciw2XDzvvPMOPv3pT+P48eOYPHkyLrroIuzZsweTJ7POqt/+9rchCAKWLVuGZDKJhQsX4gc/+IG6vyiK2LJlC2666Sa0t7ejtrYWK1euxJe//GXPY+F9ycud4QFA0uRw5zldNALQrCc4IbIwkXKC1E4DoJp/3GgKwabSNzorBCkjt7jV3ixcOFts0WhabuM7fRHAH2LtRkz7uNsQbrEsYjKafcn7Pn8lIsEi+pIn02i571dlea1yG2a5U9Ogf05pTvipDhtJM7WDyfZKaIyLqZZXG9Ro18C0QvAxR0mgAXohOYr6ghAEgvXsu/AqLIFclaWxhneN5JQ1ddNQvHXFZe9yLxCBVTEaLxBBLtrrQhskThqU8ebi4rNTerAXKvgci4RwRhpuw6wU6lqBTBJIHCv8GG7lpaqcOUzL/ZHinAMjgluN0kSoEh9ACYBM/vsiDvZd4mMVhlL9cvxsIZ/L+LCeGYMnCtm/XOEaZiXhCwK1p3jbR73Q4TJjB/IVo+RRW2wQaBzb2EtLZCeKE1ozhVphKJsL8zE9tJW9ggCQgPSAPtnAK+OlB5A2BKrQpUzhGmalQQiboqcTQPI9l/to9rXt9wN98ooaTK3ZJTSBhTuNF9ulEaVlsVmxYzdISdbywpg5ZJflpB8Ach55j4LDX+dt+xGCFxDmVB5+p1REq1+9Q0yhGuqiPFe8xGB2PynLqoinYsVpUyOJv85FIL3NVU1kDZqIeq3cLApBgZoJSQ9TbCKWbdO0SoJrmJWOWd1FIkB/8WpjL+3CbGymopQCSANpjZBMn2QXeaBxfKkVRGAB9emTcmFj+f0Kfnf2xWySFfQQQoCk2d/VuY2ba9Vzi/MKARaeNV4+w2I93WXsJecCs9KhlAmIvN+olYe3QMeClaDNDLPjBxsLO+5IoXSy9EeYbVKJRx06AvvPgAI0A6SOKwfydl5T7d3ifGKIjU8cZ5dpFc/Jx9k3walIMkNAoN7ZaSFlWVfHTJzFKgo+lg7oqxm5i4wQ5sFWUFrvWu8AfSplSQcD1E5xjj7gjBnchlnJBCZBrbBedOUDu/1cpBU6tajIpoB4H4tRpFl2PCnNwnASxwvP1fa6n78O1u+1wPRJ19CyEJZV7CTnGmZFEwgBKeiFZsG/ViutymO+tNW65AnrY0lJZm8MuEyjkzJM8GaG5WMKTBD6a52994IIhCezLpM6p5VxbMV+jkbKSIrwKTmnYhHrWa65rhJRsT/YArQsweanlhm2KYwhkx4C/PXOF1s2xXLGdWOUgHSMCd1QM7MJZlPsmIrmKwaYUBUDchrlZItjFYODsBRCZS1MqgEuMCudcAQYHAKIx4vebGqohMZ4vaiJmJ8iSSkTlOkhuCvwKzFni13KopOmCgokjgK++lxFIIVsgi2BCCsWkokDGbsCzYXceBy2D5ZHIQoiFBdmO15DdN3ABWY1UDcFGD7OqoGrv1abC54a/s+bhdNcKJExbMm04HCGaXeKhihlWQqn506SLsJ9HI9JgUzM4liU9TA39jG3O5Yroem0HWFhQ3Za+HiCT8k5FU/NRPY4eBi5QhtGIaep4KO8ZhrbTvSP2v+t2sCmYuzRXw8kj2sEm13cp/acogsve6GB8qV05MgFR2xbVciflRhiWUM+PhUvF7jArCakLHJFJWSthwB5dTDNLl6tAHTy5Fo5eFInZWFSgGDz15VOqOgUviKFJfGxgPesIiAlE2FpMoDABMBfppk7xQRbKPuXKVxgVgOSBKQGZbudNquEytV34CyMtFqj3ba27RqoRYyjg5YpBFg8phOjZRwjPmbnFMNMUHou10bk9iLlCSEEpIibVzH7jjVcYFY66WFmkyPQaJCCJgfapRNHZ9csIlYwT5gqwttGaAYmuDuf8r4Uzdn0/JZP3CP4mdA0LaXn5pgUoCkAZSo0eWokp6yQsszDnI0zASH42fROCOoFSybOAr8BmMZgqjnlLiDKHwdt0ClQXAywuEr9TppjGxHcpwYSh+1KFh0k17Us5saRTZe1llmteJrDdHV1Ye7cuaivr0dzczOWLFmC3t5edf3bb7+tquvGZfPmzZbHHRwcRGdnJ6ZNm4ZwOIzZs2dj/fr1hb+rSiabYppNRsmIkZgASr7PNEmtwFK8vWYXdcGezgJsl9p9fXYlyqjhEUCoyeW4wJrCCX62v5KUo10A9p6DHo5pRjZdfEZOGU9LqznVx5PA3LlzJzo6OrBnzx5s27YN6XQaCxYswNAQs0u1tbXhyJEjuuWee+5BXV0dFi1aZHncNWvWYOvWrXjkkUfw6quvYvXq1ejs7MSTTz5Z3LurNChlgtFKVcrGc20MpAwc+5WrtS89QAh0Pxtlam8UlpYOJMlCEzQKS+qt/zalQLIfucK/ZsenTFj6w6yhmL/eYluH8wDFX/TlrF0KKLKnz1i/gcLxNCXfunWr7vnGjRvR3NyMnp4eXHzxxRBFEa2trbpturu7cc0116CuzlqzeP7557Fy5UpccsklAIAbb7wRP/zhD/Hiiy/iqquu8jLEyiabgGM/GqWkmpsuhrYOGtMdNPsROdSHMuFsdXztI6VA4gRLUXSKdQw0sgrybpAkloeuCEVtmBSVH4nIKib5ZEEliCxInVKmrbtChGl7Ch3yZ2q7SbB8Yi45OoqS9QMD7Eff1GQ+xenp6cHevXuxatUq2+NccMEFePLJJ/Huu++CUornnnsOr732GhYsWGC5TzKZRCwW0y0Vj1MBCwAABYajQEr2RjvlcNvaI7VPtDZGWTOlWXYMtRujsqmFtCCEZfUIfvuYSsUL7ZbkCeRuJNpzE42zS2LaecZQKV1KuTgBYRqp4oW3a+XhJCyBAgL2xxtyqk+hSxmrmAWPXJIkrF69GhdeeCHOPPNM0202bNiAWbNm4YILLrA91ve+9z3Mnj0b06ZNQyAQwGWXXYYHHngAF198seU+XV1daGhoUJe2trZC30r54Lb3NZUASSk8YYPaYkIjANTn8nqdkFTWSWACirLHxLHcdm6mqlIGCE027ygpBFhxX7chQpJk4kTSYngPyePMDqziRsMmTCPUZUmZQCWXM/wyF5jchumdjo4O7N+/H4899pjp+ng8jk2bNjlqlwATmHv27MGTTz6Jnp4efOtb30JHRweeeeYZy33Wrl2LgYEBdTl06FChb6V8EFw2wTLNAUf+a0YBbNwuTwOVBaQZ6QFvF4JSFUjRTgMN7P/wZPfvE2Aea8dIasP70sZNumkDLMr56160Xk5FUpAhpbOzE1u2bMGuXbswbdo0022eeOIJDA8PY8WKFbbHisfj+MIXvoDu7m4sXrwYAHD22Wdj7969+OY3v4n58+eb7hcMBhEMurRxVQqOvbKV7bS2SWX6bMj7dpqOF1Jkwy1aR47gZ5pbekiue+mxcLBbrVtLVpOJ4691KBiMnGffV8NSPM2m1Mo4CvCjlR08DtMdlFLcfPPN6O7uxo4dOzB9+nTLbTds2ICrrroKkydPtj1mOp1GOp2GIOiVXVEUIUkFXAyVjC/MNDnPGKbbTozklEkI6BuQSWkg/h50mqtSODgzLE/PbcZD5DAi9sRqI+TdHJQbiOBn2q2VE8pfl3MUESJv+37OmaQ9r+sEgFLmro8BVVyuyNPIOzo68Mgjj2DTpk2or69HNBpFNBpFPK7PnX3jjTewa9cufOYznzE9zsyZM9Hd3Q0AiEQi+N//+3/jtttuw44dO/DWW29h48aN+PGPf4xPfvKTBb6tCoUQZy3TSSg62ZFGUlgSUR8DqXjNrab5UorVsbRDFOUwJatxm2jSxKd/n/46JphFzYxFaTymdWZl4kxYwng6zQ3JkWpQQSsXTxrmunXrAEAN/1F46KGHcP3116vPH3zwQUybNs3Sy93b26t62AHgsccew9q1a7F8+XKcOHECp512Gr72ta/hX//1X70MrzoITAASfex/S+HmNntnFC9cfyS/4rmUlG2QNqSH2L52Yw1NksOKgJxAsvP+Z4FMCvBpTANiUC8wjWTisjfeAlfapTymci26oVDFU3JCaaHNUsYXsVgMDQ0NGBgYQCRSHoVYCyYTlwPYZbS1KR1tk6OByQVRMyVfqKTkKuhOhJpzjhcrJIkJNFuPuWGMwUl6oWl37HgUJflclTAstwH5LhmN379yjhPfWYFIuPDxx+IpNK3+cVleqzx6thzxhdm0Mvk+09DUkKAibL66vuXFaAAm+4pW9R5dnsfN+xIEIDwpd8NID9vYe+XzJk8APjnRglKWGJAelLVegX3OvlpZqLsVljbarfIZJ96TW/y6qMA0HhEEthSzf5lSviOvdkS/nNpnTJYeQQqdjPgtsrwEl15/N1qoAiFs2i+l4WzXlOQUUsqEZ/IEs5tSuR1G+iSb6jt50fMHYTidxq5MZIGa6mczBY5nvv71r4MQgtWrV6uvJRIJdHR0YOLEiairq8OyZcvQ19en2+/gwYNYvHgxampq0NzcjNtuuw2ZjINJyAAXmOWM6fTTKSbRBCrvR0R7DyYhspA2bqNkbxjPS5jjxGr6aZVSmbddUi5+7AEn2yjbiAnWzKCcdmqxTUFoPgsrR1sqVvhNaCwZw8D1l156CT/84Q9x9tln616/5ZZb8Ktf/QqbN2/Gzp07cfjwYSxdulRdn81msXjxYqRSKTz//PN4+OGHsXHjRtx9992ezs8FZiVhjDF3IzipRkNVUh3NrmHiY9k5gQhQ08ocLcEmZl+sac0VsxDkikH+OqCmJReSY3puD5XXnYr0Uln4KRqj29YX2VQBBYBLBM2UZ5qkMiUvZimAwcFBLF++HD/60Y8wYcIE9fWBgQFs2LAB//Ef/4GPf/zjmDNnDh566CE8//zz2LNnDwDgt7/9Lf785z/jkUcewTnnnINFixbhK1/5Ch544AGkUm7SY+W3XtDIOeMDNZxGXohBq2H/WO9vKlQV4ak8pQB8QHBCTlMkhHmUfWFmGqAZlh6ZjrEprZRi09nE8dIJBKvjUIlVKRo6DAz3sTz64aj76X4mXpztV4eJhu1Eyc5dfhhrQSST9g67jo4OLF68OC+ZpaenB+l0Wvf6zJkzceqpp2L37t0AgN27d+Oss85CS0uLus3ChQsRi8Vw4MAB12PmArOcUYSCU4EN42pFqVRlqtl0WossEOPH8qfGUpYFnptNgaWUvM5ifHZhPDoITEvCUYmNKT0INTOJECZcXds9S6XhWdx4nPCSBjpeKNGUvK2tTVcPoqury/KUjz32GP74xz+abhONRhEIBNDY2Kh7vaWlBdFoVN1GKyyV9co6t3AveTmjtGSwzYQxuZAVxwNguM6101hZomr3l+TixeHmnK0zMwjbknM0w1IRfSaxh2IYIAPutCwzx1F60LyhmraoyKgXevBgkxRDcOyEOR4ptoCGvO+hQ4d0YUVWqc6HDh3Cv//7v2Pbtm0Ihca2jijXMMsZq5qKZj9o3XMTlVNd7ZDmR7O5IsWA/n8rrLzBhDBbqFPPbl+tud1La3u0fb+jgddIBUGfRVSFRCIR3WIlMHt6enD06FF89KMfhc/ng8/nw86dO3H//ffD5/OhpaUFqVQK/f39uv36+vrU+rytra15XnPlubGGrx1cYJYzToLRqyZgFJpWaIWkGy+vnQYp+JnTSDSrBETkXO96dp7MMLNXJvtZnKWxPXDe7qUUmqU8liBXZSrTCd4oO30uvfRS7Nu3D3v37lWX8847D8uXL1f/9/v92L59u7pPb28vDh48iPb2dgBAe3s79u3bh6NHj6rbbNu2DZFIBLNnz3Y9ljL9xjiQsvqCwq6m5W4Kb7g4t1YAEtE5hMdp2kkEJhTjSeSNUUozZw57olnhNTbSdgD5583Dg+fdEVq+whKArgNpoft7oL6+Pq/mbm1tLSZOnKi+vmrVKqxZswZNTU2IRCK4+eab0d7ejvPPPx8AsGDBAsyePRvXXXcd7rvvPkSjUdx5553o6OjwVPWsjL+1KkXKAMmB/BjM0bTXaQWgm3YTThktlAKJ92HunYLJ68o4iCsN99ALPWj64HTUTGwy+YicognyYrU445Bvf/vbEAQBy5YtQzKZxMKFC/GDH/xAXS+KIrZs2YKbbroJ7e3tqK2txcqVK/HlL3/Z03l4Lnk5IWWZV9jKyTIStSPNCE7IOXEoZY4gM+cLAIg1rJeO3diySRaCpKP4n6WUzeLwH/+E//oY6wvV9IG/w8KvfxEfvvwTmq1cqdRFj0WHGAJCE0t6yNHMJX//R/+KSE3htWhjw0lMuGF9WV6r3IZZTqRicGyCZkWp7otCUG9vVBw3vlrohY/AqgzZCUspC6ROyhpqadM7qSSBEILnvvot9bUTb/0Nj37qX/DnXz6tDN7NkUo2JhWrVNFyoZh+PsXW0hxjynfk1UY2ra8UboZdY66iIazyuL+epRFmNfGLRGCCsaaVZQOFJrP/A/XmwpJSJvzjUTnYXaudFic4WTQRRTqRQPcNq/Hm9p36lQCevvVOSNmsi3MVOI5Ao826Bg/xp+OUolrskrIu78ZtmOVCwqYWoxFtqTcvDh8AeVpXoIE5KNJDrAiFrhCFrF0qpdeIwLKBqCR3Y5S93EahmRn2VlDDA0PHjuHZL/8/7H/ilxD9frTf/FnM/uRiBOvqEN13AC9v+G8cfP5F/PW532HG/EsMe2s/o0IvasLMFWKQfWbZBDuuEGS23BKXdeOMLlxglgPpYQCKJ9qNnZIYnhcIEdnFnzguC0BjtXDZfhmaLKdISswhldXGZgpsCuqvywlxpyrqhQ0WAPDOS3vxx42b0Dz7w1j51E8RbmoCEQgIIZh4+gdw9qeWYvf3/hMD7xzWv488Cq3MVCuHc/mAYAOACoy1LFHgejnCBeZ4h1KNF9rtD416m4ZTmMdz+uvkghZJ+dwW508cB2qamUMqL8RIYgKSZpizSEqPaP507eSJ8IXDuO7JRxGa0AhBzI1b9DNNuP3mG3HkT/tKf3JBKblX4VRxPUwuMMc7ypRupBwUavFh6DUHXx3TLof7LHfN7SgByZh9PGZmWHYMjURQRs7sMG3uufjCkb9A8GljP6luOykrofWsMwo4j8Bss1KamRSUknBEkO27hhYcnIqDC8zxjtuakaWAkJygFERZE3QqTiELq6ybFMnhEmtg+emehBAQn32gvCAqQk0jvIWgc3uLcDP7jMQAIE7Ua/FlPM30DJ+Sc8Ytrn9cRWiXyv6+CBDQBJlbFtUt8NxShgliMeTh2DLEL5eUCwKpQdmm6hUbTV0MyY4aE/uqEGLmBONUsowv/KLgApMzbhFDAOycJAVOcXVN02T8hnxu1dZo9wNX9hfgGCOqTFd9tS4EpiEN0V+ryRgq1sNu8pn5grINUh4bpUy4C8GyvsA5pYULzPGO4HPQyArMbzYKS7OamMQ4dTUKDvl1IcyES8ahcrla4s1pvCYCyhdmGUHpIeusokIRgrnaokQwL0XHycGdPpxxTXAC6xCZJzSLdKBohaYSO6kNqhZDyBfIxnMSINzEptuZIesxCQHNsbUedxexj4FGJihHInaT+IDQhNIft5LhU3LOuIYQINSUy/ahEqtL6dUOaHVsxbSXTegFJpFrNqb65RdMhKGSEy34WMmyxIl8b7ko2wA9tdqlTJgFImwcebnmhUIBiEwj9tWwpYwvYM7owgVmOSH6c1k1SW1sZrGaps06xW5ozGMnPpYOqRWwgp95kpW+PpQCEOQ2DPIYs2nWztYJIcj6jAMlFJZg9tNgY+mOV40Um97IUyM5o46XXjBuS79ZNQ7z1zJNTEoy7Zb4zFMeAfaa4JfTAg2572IN3Al3ys6VTbMbRNaNR9zNjYOUf+GL8UCxBTTKOFaVC8xyxVfLtExC9bVtdaGJGkFpJzSV/UyrnssQIts0HaAUSLxn7pjJDsNenVUGI5M+CUh+uNegbYQm8TGzRjkX7h0vcA2TU3YQopE9stDM83Irz4mtqRAEzLFSClteZrh0Xuxs3KCluhmfxpkkhmVnk589clslp0i4wCxrBOT16zbLIbdtXyE/+my0Sy9knFpHKBqxV+HlZXsfEJ5Yni1sywHuJeeUJboiFjbT0dFsX2HsW14yrGJBTQg1cGE5khBSXCwlF5icUUeSDDLSxs7n9AMlvsIN8ZSycCSl/qUSpmR7PpgIcbcFRlwgZQEuLzkjABeY5UomYV/CTVtA2EnDdOPMMSOblAsbF1CujQCm9TVLoQ0TgQXSp4fYIyHM5CCGij92Oi6X29OkjfpqWFGRMs5g8QSfknPKimwWSL8PptGZ2DGVH6TxETAXSHYVhKiUEzrEl9tXSsvxkUXEgFKLFhHED1Arx5HT1Jywm4mxelI2AVbMWC7BJgZyYVRKlpLStlgMsigEo0c9GQMySraRcn5J3jfBCilXg9DkApNTVsSjGg3NBDstzfi6EDS/yGmWCQit4CEia2zmrwHSg9bnd4tVm1zjDSB/R1hO4cWQTak5SZ9eKQSY5qlmMimbpdn7CzblnGFS2kRYav6nWSA9wDKaOBULF5iFQiV5yqdoJSE5zW6ENYxMRmO7tAgct0MnTAUmFPK2kYD4e/kpjjQLpN5njxmHhmxuMApLVYA6TfEthKUv4lwARIuUBFI2NTCTJwChmWmiSaVilE18ViZeHQKTB65zXEEltmSSTJtQ4x/BpnOpmFxX0Z+rgFPq6Uc6ZijNpo1a94BVjUeAaWF21dOdevJQzbTZ9u0bnT6w/7yEIMvU8YWAlCaTyBeWM5EyQKbE/YLSQyyV0tJEoKCYKqTKn5Zra6cUun+ZwgWmG7IpJgztil1Q+U9mGMgYBBgR5Qu9tviLSZsto7VRuu3ho3ixQ03mwolSJiQcsah/aSxKbBdzSSyf5BOeov/sArUAag0bjUD7i2wcQKPLjUei/QZnPFHht8ISkE0C8aP2wjLPCG64cGiWeVaHjxQXp5jol6czmiZnOi0T7gVn/D2mDeVh4YgxYhbn6DVo3sPpbDVedUwjcP+nkqw1BmEv1JVCI1VwSSm/92KWMqUKvt0ioNRbP3DnAwLDUfdCTUs2DWSHcsHqqnaJ3KPbHyMhbIqZeM9spbvxCAG2OJ3HEdcS03kTIjiPqRBSA6zMnO04SPUU9qhigcmn5EYoZdOw9BATUmbTTmNBC0+xgxSIn2C3qmxKrv5DWN5zoN5cS6KUhfBQw2vasbhGG2KUYWMQNUJGKbLhVGvTFwaEBmbPTNsUDnYcjlsBbVFJyUhwAhB36nTpkewwkMwC/kYg3Q99aJP8v/L9VQM8rIgDgDkNEu9pwlocppiFfvFSEpAMx84MsyU0kTk1FNJDQOok3GtiusE6b5I+yTogavFH7AWmEMwVswg0sO1pVm7JqxljqVIyvUQfCCKryRl/DwUF1FshJdn7CTfL9mzZuy742Pv3FRj8zykruMBUUMqSWcUAlvKuSNQ/uUfF9pU8AaR8sgZpsNupaYcuBJHbTENqIlREPxCaZJ7FY1Y9XQlqF3z5lYqKFZqCnwllT/v4gNpWNkPIyBXqkc0JuUKhclHkkEkoVlVRvW5yTzbMrq4uzJ07F/X19WhubsaSJUvQ29urrn/77bdBCDFdNm/ebHlcq33+3//7f4W/M68kTtgHTDulIXqBah4pzQWhq46cNPKEpXouL+dzafczQwwCNa0sTtNfz7SocDPTgK32sbPh6ZxUtgNiC/ExQRmaVHjcnugHghEg1MjGXdPKytipP/sCLty0hzjPSoWUYClTPP0Sd+7ciY6ODuzZswfbtm1DOp3GggULMDTEwlDa2tpw5MgR3XLPPfegrq4OixYtsjyucZ8HH3wQhBAsW7asuHfnltRJQNJMQSnNv7BdCSmXvwR1MwmqUFMFp9nGBfzCDJFNlqjODLNjEGarDERk+6qDHdFXI3uTDWiFpdPnGKgHaqcCNS1MAJcyyJkILEupplnuFeSD58/WjbeeU1LWrVuHs88+G5FIBJFIBO3t7fj1r3+trk8kEujo6MDEiRNRV1eHZcuWoa9Pb8c+ePAgFi9ejJqaGjQ3N+O2225DJuP9u/Q0Jd+6davu+caNG9Hc3Iyenh5cfPHFEEURra2tum26u7txzTXXoK7OWvsw7vPLX/4SH/vYx/CBD3zAy/AKQ5JyWoOV9uNJg3QjqTQB72b53upxvB5XObzGKWEnpISAe2eKGzJxJoSI5CLQ24JCC4F4gQhMGEsZljnlbecRGVJZMcpOn2nTpuHrX/86Tj/9dFBK8fDDD+Pqq6/GK6+8gjPOOAO33HILnnrqKWzevBkNDQ3o7OzE0qVL8Yc//AEAkM1msXjxYrS2tuL555/HkSNHsGLFCvj9ftx7772exlKUDXNgYAAA0NRkbtPp6enB3r178cADD7g+Zl9fH5566ik8/PDDttslk0kkkzmbVCxWYIZHckBjx9MIpUJ+EGoAuQvhptoxFeFp3J4aNy4AeSxmQlMImKdFFkImztoA6yAARMAfYgJKDDKPvF2WkBgqrQC3I5tiTjYAnm5GZZzWVzJGWWBeeeWVuudf+9rXsG7dOuzZswfTpk3Dhg0bsGnTJnz84x8HADz00EOYNWsW9uzZg/PPPx+//e1v8ec//xnPPPMMWlpacM455+ArX/kKbr/9dnzpS19CIOA+FK3gb1+SJKxevRoXXnghzjzzTNNtNmzYgFmzZuGCCy5wfdyHH34Y9fX1WLp0qe12XV1daGhoUJe2tjZP4wcAJPvzCzUQAaqQKQTP2ijgSiP1OgZ1kU9DJRb64qsDwq2sI2MpgqwzSRNhqYxBYpWD/PXO+edCYHTzsDNWBToc4AKzZMRiMd2iVYCsyGazeOyxxzA0NIT29nb09PQgnU5j/vz56jYzZ87Eqaeeit27dwMAdu/ejbPOOgstLS3qNgsXLkQsFsOBAwc8jbngb7+jowP79+/HY489Zro+Ho9j06ZNWLVqlafjPvjgg1i+fDlCIfup2dq1azEwMKAuhw4d8nQeZOK5FEDTgNoi4htN11mtH40pHmG2xdAE5gQpVFBSygRgekj2PlO5NqQdWZYplXzffJouhphDphjnTiFIxqm4y+8hm7J3DlYDJQpcb2tr0yk9XV1dlqfct28f6urqEAwG8a//+q/o7u7G7NmzEY1GEQgE0NjYqNu+paUF0WgUABCNRnXCUlmvrPNCQVPyzs5ObNmyBbt27cK0adNMt3niiScwPDyMFStWuD7u7373O/T29uLxxx933DYYDCIYNHEwuCUlTw3NNEL1NbNpsVM9RqqZ4Rm2IYLBoeS2SIVxLF4pQShMOi6XQStgHHaOEprJOYrSciwqlVg8pa+WTeVHItDZVDjbTc0V80kGGD4qa+ijZD4Yd5QmrOjQoUOIRHJOR7vr+cMf/jD27t2LgYEBPPHEE1i5ciV27txZxBgKw5PApJTi5ptvRnd3N3bs2IHp06dbbrthwwZcddVVmDx5suvjb9iwAXPmzMFHPvIRL8MqDJq1vxB1mTRGwekgNCjNCUfTcxiOMZJKJgXrB15Mj5tMnJV1K+jkDkgZFiSfMlRIymZY3KQYZLbWUgtNX9giON9ppiC/p8RxINwyMsK8SlC83m4IBAKYMWMGAGDOnDl46aWX8N3vfhef+tSnkEql0N/fr9My+/r6VGdya2srXnzxRd3xFC+60eHshKc5UEdHBx555BFs2rQJ9fX1iEajiEajiMf1tqk33ngDu3btwmc+8xnT48ycORPd3d2612KxGDZv3my5T0nJJOHslNFqfU4ebECfiWPjnS7GYF6IkkkCQNiDbZDKUQPDfcDQEfaY7C/gxB5IDVhrodmkvuivgpRmsbPDR1lWT8YhldOIqYPJKZtKMzOgknP6aKVSaOyldikSSZKQTCYxZ84c+P1+bN++XV3X29uLgwcPor29HQDQ3t6Offv24ejRo+o227ZtQyQSwezZsz2d15OGuW7dOgDAJZdconv9oYcewvXXX68+f/DBBzFt2jQsWLDA9Di9vb2qh13hscceA6UUn/70p70MyTvJAU2RWZt0GFXDdHtgDx52oyfdbTYMIWDtG1Iux+QHat1r+JCyQOKY3kZHJYy4nZVm7c+RHmKOI0KYDdGYgUTBMqSSAguud2OjJYTZTs0KJVvvBJ3QTA6wm4sYYvGdpEo6r42yl3zt2rVYtGgRTj31VJw8eRKbNm3Cjh078Jvf/AYNDQ1YtWoV1qxZg6amJkQiEdx8881ob2/H+eefDwBYsGABZs+ejeuuuw733XcfotEo7rzzTnR0dHg26xFKC3UHjy9isRgaGhowMDBgreanhnKFf1VsbJEUBfwwXOQk5tkwlaE4TAcpgLqpcgsFuY8M1QS/axGCcs1LD5OI+DG5+6PJuQvCy0/L4RyhSdbapg4RqG1x2EYDpXIOvPFzNI7HzrYpP4Ym6guZjCKufv8lOsf727oQqS08XjY2lMCET6x1PdZVq1Zh+/btOHLkCBoaGnD22Wfj9ttvxyc+8QkALHD91ltvxaOPPopkMomFCxfiBz/4gW66/be//Q033XQTduzYgdraWqxcuRJf//rX4fN5c+NUl8AcOgLraZfWqaMY+DEyNiptDUuiPRdy2mbeI5jwq51icrwsc5ZIGbaNGPZ+4Upp5s02pcDPQAmMt2sbQUSY5rMb8de7EJYywYmAz4PmkB6Svf3G34WZ888MjdCsaRmT0KNKFpjjieopviFl4D5TRqk5WcwP30LTVKf6gn5TbfaPWSohAViHwri+MVda06pBCLD0xEK0nKzdNN8pMgAsR5sITAskRK4uL8pRARlzex8RWb64WRynES89hDKD3gSmr4bddPIEslddgrJx+o2V4CuN0njJy5EqEpiaGEBtZo1ZCBERNJqPUSN1+2XbCMv8FS6PCWarI5PZBZ40FDfOJtjir7fPES85hAlxQvLLnBHCvNzZJGtHq2jBvhp5H4HZAY1Vjox4yeH2OmkihH1eYpjZcIsJ4com2fuismMoM5RzSIkBlpI5RtP2ksHrYVYBWe0FaQjr0U57BaX3trzkXagutK287Yn+uU67LCB/PelQWSl9UtY2PUybxCJiWkOT7MerCFKr8QQnyKX1SlS/stD4SNEPhCcXN5ZsklXVB/Jt1ZkMM50EGoFAlVRnrzCqR2DqNBiDsFReEnzsQlE1ULcpiy5j9wgA6iBo3dx93WSapAetBVQ2xdYr9SFVzSdoXzNSCMifj+zV9oXZfk4xnlKGnU+pTSn45aZwslYq+Jh3OzmQMy8Ug7+IyueCn8VXpoecu2Oaop2pkPyICIAlAIj+4m5SYwlBkRpmyUYy6lSPwNQ6VPJXyPY2C4+zKSOUa16qKuWm3m7IDo5+/WvaqbyUNZ/+CkG5FqbF2CRFkAqAqBGg2RTzvms/LynFtORMKHdMYtGF0iu+uuJz5ImQaxdiNHvkb+ywWnHcCRpnH4DUIBAuU4EJlLXQK4bqEZjQdls0TJEhX7AjliPs0ts60rYdKZ0vLLWkTwLBSbLXXW64JvhkR1LIfHymHmbZJuirlRutWbzvbIKdU7G3FjslJ3LB4FIhhgCIAKx+Fy6/L10JP/n/Yqu/c8aEKhKY2rxtZaqkQfKiXRaKyQWmbTtRKu2SUvMgajfVwpMxFuzur3G3bcYs1IcyIaq2h7AhPZgLSicigALraPpqgGBjYftakRmGtdZb4PekapzIpX6WG9zpUwXoBKRRMI5FKKohM0jruS/60BZhH7ahQwous4iSJy2EpQYrs4AWxSZKZE3WKd0wEGGaX3qQ7UtEd3bUQlCqWZV6/qkIjFQ/EGouQwHCw4qqAM2XZOqZLnQ6KOQ0Bk+7iXqt1uAXKAjt+xJN7Hhup7yZNOCz8TQnTpQ4j1r+8MQgs5VKFtNVRagSofTapBmlbkdhFIxUYu91NKrMc0pC9VRD9Tv8KAtNePLkKDIgCExwKnGfhdx4lXJxxvEXcxFmbLzDmXhphSXx5cKsCGHpnD4Tc4AYYiXVRjWLZhQ0oby6nGVAiephliPVo2EqNRctp79mqZAu1b5CfgBSNpcJA+gdTmbpkVbnMbPHguRnm0hZuNai7ZxfKZfpiepQzManIVCvf1+EMO0xEMmZEAT/yEy5nfCFC6/MbsTqN1KOFdyr2IZZht9WgSitKEqVOk8B1YFU6AEUIUaVtE3ZNkS0gtRhvGbC0kwTc5N+qGAX+O11muqrNXdAAXIspoVziQi5YPexEJaA3DbYy/dLgMAEk5dtjlGWTp8SLGVK9WiYqSGoGqMaE+cVYvpvQWhj8oyEW5htKzXIBBQh8oUlyvY9yoLIlUBzRRPzhZhmaRRQUsbaLmiGXX9xryhpmplhQ+B67fgXFoKPxYkay8lZEWgA/GH221BuULbCMmx9M+GMS6pDYFIqTzMVrU2p8WjIHzdlhG6HllNVga3LJqHWvaSQp4aEpREqxTcA/f9mUOrN5ig4dG4kfuR68ziYLEKTctqhv660gni0EAOsAlE2wb4TKW2e9x6I5EKxlOLEUtr8O1bqmgYaRnbsI0UVT8mrQ2CqYTZmoUWEOV/yNL5R+FLNfjjBCXIM41D+OlC5+MYkZ+1MqZyeHoJr2yUJ6Hv/pIdkm6Vxf21KqInQFEKs4Vo52ufMIITdmNQqUVmWwqmENSlFRLTbB5tYGwszE4avpnyFJQAeVlQV2GhCkll/H4vybCNNKgbHiurJ94Eam14klLKL1akCkJGwpndO0kxom8WvGi4eXy0QLGdh4AJBBAQHbVkQWSGPbEKuVkRzWVNCFV12FUYVfXMOpdXysmzG6C7opv0EzbLqS6LF1DmvXJoLb79P02JBSltouMpnYiU4UQW1ID1g1EwrhSqeklfInMkBtw4eSnPe71Ifu9TYZdGYCjsbxBArOaaQHDBsQA0LoNcsNZ9X/Li3c3PKDx6HyVFx/DJlbUrRSJ3i6zwVlCiB8FUK1+YPKP8cvhp5ihjQvw81mNpuPFYmiyzbn087ORVIdfyqCYF91RkNjgUwiOaYyks2ijoRclXG7U/sPDYthRbJNU7Ps0n2nsVg7j05BZs7kUnwArmVTBVPyatDYAJM45Fclm9zVTXIxOFhiYU3OW8bt0JKtBaYhADEJ4f+WI1NPpc2i4WIzLMryvGdGTcB6mPkGONwxojqsGECJhqeSeqBNqfZ+YDyoxshZ1FuzbiNW0ITzMdIKQtiF5X7oNkxLQLmaZbVrpQygL/ImpJeWmNwOGVE9WiYYlDT/sBkWq36MgrQmFSboeG4yrRWCMHZHOBCAAtysLNZDKaUZjGapsUctI4aOyiLvSymgRrxcftlpcOn5FWAr4bFOOZ1i4T584Kgugf2vywoBb99UQs7iI8FlFtNw6UsEH8P5gHqdnVATcgMFlFwgrDsHk5lwwVmFSAIKFnfGEc0KZhEbo0hhhwK6tpplj57J0/GRTaPEGRZJ66EtlvzgCasyFcrF/KtHitP1cIFZpUgBACplIVvLVDLsWmEhxiWW0TYtTywEFRimE21U7FcOp7SpAtwF3dJCBOapSpXJoaYk6iMf/wcjleqS2CO1sVtFpYjikB4ojx1tnLGmB1LNO/0GI8zW2ZoorsQICqxykGuBaadAJf753BhWaXwXPLqwF9bmr7XbiAageOTYxIFP8svTvaz6bmuMLCJgCI+JjCtpvLZBBA/AVcdL4nIQoZ8tR4ygeQfthjMVXAXx7A+JWd8wKfkVYIYYI8FdWf0ECdp7PGjFMmllAlLY7k1RXCKodw0WwwxgZk4anaC3L+SyxuAkuMdaGDnSA9aCFmzz0XU54hLEivInB7K2Wn9tUzz5DZMTgVTXQITAOAHiIsqPjqh6lG4GjdP9TPvcWbYvjZlNgH4JwM+OWwoL6cbKCh9Ugwz+y3A3pO/DhDCQCJqM2gN2n5IkgTEj0Jni6VZOQLhJCt+zIVmZUMUB2oR+5cp1Scw1SwYC0ztgV6ElMm2UootaRdT4cQxqDUWswWGIanIwtFfn69RW7XiNUPbUC1xDNaOK8rW17QUMFZO+VC9NszyFfWFQCkgKU4PTeUUpWCFtgNkQfnUNttn4h7qU0rMzkiThmN6SJ0MTgJqprAgdDPzQyFaoOQiLIlmy7MTImfc0tXVhblz56K+vh7Nzc1YsmQJent7ddskEgl0dHRg4sSJqKurw7Jly9DX16fb5uDBg1i8eDFqamrQ3NyM2267DRlXKcA5qktgSnKzMSrpNSxjHUxi9jr02yioldodhFlmyHkb3fG95JYbycqHKPGd3I2G7GU7Tnmi/LYKXrydbufOnejo6MCePXuwbds2pNNpLFiwAENDud/ZLbfcgl/96lfYvHkzdu7cicOHD2Pp0qXq+mw2i8WLFyOVSuH555/Hww8/jI0bN+Luu+/29tYpHauCjqUlFouhoaEBAwMDiEQsUvuySSB+jP1PBKjCURF6npxBSvqj5P4H4Oqj1nogjS0zPHxVvhrW7kKLlAYySXYosQZIxjQatwVCGCASyyaiElwF/vvksCPOqOHq91+ic7z/8n8hUmfR7dPNcQaHMeG8zxQ81mPHjqG5uRk7d+7ExRdfjIGBAUyePBmbNm3CP/zDPwAA/vKXv2DWrFnYvXs3zj//fPz617/GFVdcgcOHD6OlhZmM1q9fj9tvvx3Hjh1DIBBwde7q0jC1Oc7K9Ns4DXeL0ljNro1s0ciaphjO/e8W7bRYygBDUXazSMeYgyYetbflAgBkE0Y2wbKE3GZJibz4BseZWCymW5JJd51NBwaYM7SpifWf6unpQTqdxvz589VtZs6ciVNPPRW7d+8GAOzevRtnnXWWKiwBYOHChYjFYjhw4IDrMVeXwCQidOl8bnt/myH45dYDGbCP0YUwcxTIFvFtYhConcI87b56d+NT201k8r3aCjQNNnaj78/MxODC7KDAqxVVOMZKX4UsQFtbGxoaGtSlq6vL8cySJGH16tW48MILceaZZwIAotEoAoEAGhsbddu2tLQgGo2q22iFpbJeWeeWKvWSy9qXo63SBpoGIKvxggBQubiGYwC5mTPJahxKfKYcZiQG2ELTzq1zldhPXWiSmcCTWLFfsYYdU8oAmZM2B3ZRAzPxvnwqylrPcgFaWZQocP3QoUO6KXkw6NynvqOjA/v378fvf//7ws9fBNUhMJXe3JkEmEaI0kQ2ZDO52pNK4V74cgJRSsNUSOU1W7MSQvIxjeXSgo3AcJ/5sQEWc6kIWUmZ5tg0gUvFgHAN05jjZoHyHtFmUyUTQBKAvwEI8AZplYGA4ianbN9IJOLJhtnZ2YktW7Zg165dmDZtmvp6a2srUqkU+vv7dVpmX18fWltb1W1efPFF3fEUL7qyjfuRVzJSGoj3sVqRWdnBocomj1NxSvULJPMq7qo30MXH66vRDMjYbIywXPG844tAuNm8gpEQMCmK4fQ+KbNpqrZKJwowYaQHgKSd5srhmEMpRWdnJ7q7u/Hss89i+vTpuvVz5syB3+/H9u3b1dd6e3tx8OBBtLe3AwDa29uxb98+HD2aUwi2bduGSCSC2bNnux5LZWuYVGJVxG0bkRXSZkFj+6TUOreaiPZTdCKyOEl/HdPysonceMQwm36n+uWeQERu2Sq3wxV8zAtufH9SiqVTBifmUkHdvqdkv4ftCyBzkmmZZZzpwUHJpuRu6ejowKZNm/DLX/4S9fX1qs2xoaEB4XAYDQ0NWLVqFdasWYOmpiZEIhHcfPPNaG9vx/nnnw8AWLBgAWbPno3rrrsO9913H6LRKO688050dHS4MgUoVLbAzAw7CEuPmNofKUsXNAsEJwQgfnNvtKoJymlmoSbNISmQfJ95tDWnQXoQSA8zrZMI1kWDlRtFTYtzZpOOUagVmhoCgi4dV5xxSpEC06OCsm7dOgDAJZdconv9oYcewvXXXw8A+Pa3vw1BELBs2TIkk0ksXLgQP/jBD9RtRVHEli1bcNNNN6G9vR21tbVYuXIlvvzlL3sai6dbvVPE/dtvvw1CiOmyefNm22O/+uqruOqqq9DQ0IDa2lrMnTsXBw8e9PRm8siMQGUiq146ZhiLcABMQwxNZlWLrDTTzKDG9mhEYuaFtFPRYKXdxDgTTqWqx8mpGiilposiLAEgFArhgQcewIkTJzA0NISf//znebbJ0047DU8//TSGh4dx7NgxfPOb34TP501n9CQwnSLu29racOTIEd1yzz33oK6uDosWLbI87ptvvomLLroIM2fOxI4dO/A///M/uOuuuxAKFetd9VBdqKj4fTMtT47xNKZDKmXW7MbilClDs+4ETybuMSaS5Ip0OG3HqWJKE1ZUjngSr1u3btU937hxI5qbm9HT04OLL74YoijmSfXu7m5cc801qKuz7lP9f//v/8Xll1+O++67T33tgx/8oJehmUP8ANwW2iDuMn2oYvM067wo728mKN1CM+bHztvOzfRZTgH1UgOT0sLMum4puJ86Z9xQxdWKihq5MeLeSE9PD/bu3YtVq1ZZHkOSJDz11FP40Ic+hIULF6K5uRnz5s3DL37xC9tzJ5PJvEyBPPw2YSyFapRmAlX7WjZlLyzNOj7qD+ZyHC6+OiILp0C9i2wkJdXTzkteAu0g2FDc/hzOGFKwwDSLuDeyYcMGzJo1CxdccIHlcY4ePYrBwUF8/etfx2WXXYbf/va3+OQnP4mlS5di586dlvt1dXXpsgTa2tryNxIDrLSZG4ry+oksA0cMwVY7JD7nKS8R4eprcaOp0SwT4ERkNlPL6bnhvZMRmkYJQV6tvRIoqvBGsQ6jsaVggalE3D/22GOm6+PxODZt2mSrXQJM8ALA1VdfjVtuuQXnnHMO7rjjDlxxxRVYv3695X5r167FwMCAuhw6dMh8w0CEhd9oBQwR5SBz9QX3hTfMsnR8Nazor79Ozvs2gYiyd9vmHDTLNDyfQ2EDSty12qAZ5i1PD+XOH5rMBJd2/PA4TS5EOxdDrKcRpwLgNkxPWEXca3niiScwPDyMFStW2B5r0qRJ8Pl8ecGjs2bNsk1/CgaD7uOnfDVsUe1+BBg25I+6vespNkoFQcgJOEKYcM7WMJuhlGFTZzV+0uL+lE2yOExt7x4iasrQaaAEzMlkYUfVD5Y9pAbA2kyEmNYdniTHa/bLU3CP9lYix4kGIywN0q59sBI+xauwcyoATwKTUoqbb74Z3d3d2LFjR17EvZYNGzbgqquuwuTJk22PGQgEMHfu3LyCoK+99hpOO+00L8NzRiuw1KByt3c72ROi1a4EkRXE0Ao1QljutJI/rVZDsjhPJs7ChPJOJ4+N+Nn+ipCiVBOfqc0Q0mJyrtQJQGhh3SuzKaZ5FkMgIk/1J7HY0FQMumgBIQAEJrDzcSqLKnb6eBKYThH3Cm+88QZ27dqFp59+2vQ4M2fORFdXFz75yU8CAG677TZ86lOfwsUXX4yPfexj2Lp1K371q19hx44dBb4tF/hrgKSNZqSD5h4JABJgDiVf2EFrPKmJp5QbhfnrcvsoTdHszksIE8oKSj1PHS6FfvI4UNMMJEwEtBeCE/W2SH8NWwDrIH5OxaDEVhezf7ni6Ze9bt06DAwM4JJLLsGUKVPU5fHHH9dt9+CDD2LatGlYsGCB6XF6e3tVDzsAfPKTn8T69etx33334ayzzsJ//dd/4Wc/+xkuuuiiAt6SS3w1clELJ9ulybRXlAWmlbDMDDMNThd8LgHpk/pUxmwCjtk12YQ+vbKYeFGaAVJx53Na4asFwq25Jm1mcGFZBVSvDbN6Kq5nU2zqCMpCe/w1rHBG4nguDMiqvJoRXw07RmowZ78TQ7LTJwAMH7EfrL+eTWlTJ/Xpj1aEJueC3RMnnEu7jQShSc4B90p1JuLj3vBRZjQrrvf/z2ZE6ououH5yGI1n/+OIjnWkqOxccoAJxfh7ADRaWjbOiloEm9gUNZtkU2NVk3O4h2Qz+dk42QRbfBZeci3pIfNOjlZotwtEgPgoCUwiMLupv95ec0wNyYJf87mJwVwPdE5l4bYSl93+ZUplz5/UHtoWFYOSJ5jmKQZZubTQJBfxjcQmzxsu89fl3jhWIUhG4idyLScEn3PYUSkITQJqWlmguZWwpJTdjNIDyLvJZJNsHe8gWYFU75S8sgVmRp6C25GSbamEsClnaJJ9/nXJ+vcQNm11JfyyTPArpoNgI+CPYOR+eALTtu3ChSiVzRl2jjNJ9p5zOJVBZc+X3ORP5xXHIGyqnhnOxVICTLD5a4Fhp4rkLoSYEMhNaQKNTKZnrYppaI6XeJ+ZEAA2lmwSkBLm27rG7IaS1YQ6ETa11qaZUspsqbbCUjlUgplFuE2zchjlepjjicoWmG5rYRpDYQiRQ4DMctHtAsZd/hCkDNPgiCiHDU0A4pJB+Jkcj2bYWKUEq5eZh5eqGW59fZTZe0GZUwtgNxM7s4SR7DAgjLMyc5zCqeI4zPIduRvcTp/daEoKdg29XN95JaYtalGD6B3sPOmTFsJSPZCL8xdAaoCFJKUGcmYMV1AgPQJ1STmcMaCyBaZdtSIAau+c5PH8qbnlMa00JeItRlJK6s/pStBSlwV4XfTwKYT0+861Okt5Ps44hTt9KhN/LQAzLdOkx3Zq0N0xRb95YzIAnn8IWY1m67euF6qn0DYS2uZqReDa/qQ5VxlPwTgm8GpFFUxYyWWnhkcD2WF3ITBShtlGFUeIGGILEYu7cfrCcDyAp+rpWkqh4RXx5hw1fQ6nPKhspw/AnDmCz7pHuJbEcRaPadq3R2LB7cayasSX02RTdrZFE4zFhMOT5Vxxs3RMOV/bTZaP4vsRg8yTXgo8aQXaAiV+9/GmnPKgip0+lS8wARbG48ZGSTPMtmjU5OxiDmlGE8spl2RzU3pNDOVnwQg+oHYKc5JkBuUWvj6W3SP45JqdPvuq6Oppfcx0kDjhrnamF6y6ZxrftxhmMaNlPAXjmFGsHbJ8fw/VITD9HnraZEwEZjbhzpNOs2A2UwdbIfExQQIwAUsl/V3bH2ZL3n6E7Zd4zzqCSJVZcghSqdoMGwss5wlNIhc0CbB1QoDHXlYqPA6zwhH8HhqBmQg6T61hs3L5s0AuWyYTZ1ohETXFjDPyFF8zxRZDsjZpk54pyWmelr85kltnVmfTFYSNgQiARAEq3yzMhKb6v8jsumV8MXA4TlS+wJTSLD3PbYUfs547XrW0zBAQCgEQmFfd6PSwKhqcTQDxpFydyERoSpIcRK4IJYfCwVKK3Si8BJkDrIWFL5SrThR/T38utTumIkAFlh3FhWWVIKA4fzG3YY5PskmPlcWJebUhr/nj1KLYR3pQzq22s29S5jwKN+evytOQXQgoMczsoV6QEkBKFrJKi4lUDKDp3DScgmmgvlrmjCpZjj1n3FPFU/LyFfVOUOqQEWOCVZMyv8fqQGbCIzngQljKSGlzJ1UhHm/Bx1pFeELzGUgpJsCpcTyUaaL+Oi4sOVVD5WqYUtJa09Mha5X+OmvboRBk9kW303pjBSIp497ppJBJAH6RTd+zCQBUfj9e8sWJHFYla4CpARPBZ7KPESuTRDYOJMFy4TnVQxVrmBUsMF3WYQxNzI+HNKJUMErH5NRAGy1RCOR72QspcZaOsbxx03O5FJraNE5fEPA1axqgmR23gB9yNg5I9bxQcFVRvTbM8h25Ix60MFebyWXOtA3JdPvLsWmBCfl30IKL6DrYOu0gfiBgkm6ZOK5s4P2YVrgqmszhlD+Vqxb4QoBT6CQR7EN4MnLbCRBmxxT8csdFo7DRPE8eB2paNMeIGwLNXQS1lwKzqXcmrjm31RiU1z1om6WK9eSUB3xKXoEoMY92MZT+iPmXl0nKYT8aoZIZAlPIHYQDzTKNUvCxEm6lzrLxQiau9/qrmqAbge3BVsqn41VI+Qq9YqjgKTlYNXOrPGZ/vXl7CCnNtERToeJSk0oPs8VSWNqllpXwh5h1WbKuWNw0fuNwCmTXrl248sorMXXqVBBC8Itf/EK3nlKKu+++G1OmTEE4HMb8+fPx+uuv67Y5ceIEli9fjkgkgsbGRqxatQqDgx7D7VDpApMQINTEYhoVAemPsN7aAY12KUlsAVj2ja4UWiFl0Shroes8QJOlhBhTE31heHsfhBX9sBtXoKGsiylwCmCUy7sNDQ3hIx/5CB544AHT9ffddx/uv/9+rF+/Hi+88AJqa2uxcOFCJBK5qJbly5fjwIED2LZtG7Zs2YJdu3bhxhtv9PzWq2MuJfiBgImtMnVS9kRrcXK0uPiyfWHvYUQjgVG79oWBpEsbqhCQ41IF5gVPDejDqogPCNRz7bIqGd3iG4sWLcKiRYtM11FK8Z3vfAd33nknrr76agDAj3/8Y7S0tOAXv/gFrr32Wrz66qvYunUrXnrpJZx33nkAgO9973u4/PLL8c1vfhNTp051PZbqVQ3iJzwKSw/bqC0cCtVQS6Bp+mrN2+MGrYofGxA1jdoEkWnqNS0sSiA8mS1cWFYnJdIwY7GYbkkmvSdmvPXWW4hGo5g/f776WkNDA+bNm4fdu3cDAHbv3o3GxkZVWALA/PnzIQgCXnjhBU/nq06BmU2ZNBwrIVIK1vGTVhgEq2OxYBuhKoZZP3EzfEF5mu2Az6ToLxGZIBX8Ze3p5IwP2tra0NDQoC5dXV2ejxGNRgEALS0tutdbWlrUddFoFM3N+lRjn8+HpqYmdRu3VMeU3EhywOTFUoX6uOmnY1uXjT0q4UyO+4FNj4nIvNX+enPNEsgV73Dy3PvHYSB66iTLxVccb2KIxbxavVfOCFKawPVDhw4hEomorwaDDgkk44BxdlWMEnYFeEdnALAWmsp6q3UmCH7n9ERJAhLHHN67wJxhZtEDY0U2CySOIi9CIZsA4keA4CSmNXNGjxLFYUYiEZ3ALITW1lYAQF9fH6ZMmaK+3tfXh3POOUfd5ujRo7r9MpkMTpw4oe7vliq9PdsJq2IYo+6IbrzUmUHnG4WvhpWiG0/T7eRx2IZzJd/LRThwqo7p06ejtbUV27dvV1+LxWJ44YUX0N7eDgBob29Hf38/enp61G2effZZSJKEefPmeTpfdWqYYnBsA8od8Siw3DQZc9MeNzNsbfscC7JZF8VCwCISAlbtjzmlZ3S95IODg3jjjTfU52+99Rb27t2LpqYmnHrqqVi9ejW++tWv4vTTT8f06dNx1113YerUqViyZAkAYNasWbjssstwww03YP369Uin0+js7MS1117ryUMOVKvADDQA8UIF5jjSvgAAhMWO+utYOqglbrSwcaapub2pcYE5uoxyauTLL7+Mj33sY+rzNWvWAABWrlyJjRs34vOf/zyGhoZw4403or+/HxdddBG2bt2KUCh3PfzkJz9BZ2cnLr30UgiCgGXLluH+++/3PnRK87pZlSWxWAwNDQ0YGBhwZxdJxy26PMofhxBgKY4EchHeIVgLy0I+wpEQvCIL9zFzhAy96+4QtaeUdkjFkIqZhH6ZQESgxpstqtLw/Psv4hz9b/0BkXqTwi5uj3NyEI3TLxzRsY4U1alhAqzJmBBgQlPb4MxXK3uJDVkymQTMNTCPwtJXLwvfkbhPZYH4UWaLVGpoCn65T1DQuVWFMM6cJ2LYncA0ayvCGUFGd0o+nqhegQkAogiEjeXaLAg2MQdDwRAmiJVCxV57mLtG0rekyGaBeAIQXASZB8fZ3V70w1V1J/84srtWBUVOyctYYFapl7wAfAGTgG+XWmKgkU0ZA/Xsh+aTG6SNJlIcEG2cQ4EJ41NTC062X++rYzc+DmcU4ALTC6FGIDgBnu+Qgk8f+kPI2DgpsgkgPIWZHZRgd+JnLSzGW6C6gs8PhJqR3zeIAP7G8eXVrxrMisZ4XcqTcXqVjGN84VwOdXpQkzfuEX8tWFUjk/YVJJDrBe4JK41X+YFKzCHkr9PYZCUWn5mIAxCYiWK8CU/RzzR0SsHGLIyvWNFqgxcQ5hSEUy8gAACxnur66+Qix3FWeJgITBgTEZCyrIixWfdIU1xWWcpkgORRi+0k5jQKt47PlENCAPDp99hTvT19uMAsBsHv7H3219nfUYlgHnguiKwykJSStUHZ4w0RSJ0wbOyhgnrGhdc5FWPmh7xDUKaNUppvZrBDyjBtnErsPVhVUuJwxjlcYBZLaAIQf8887VAM6Ts3eoUQpsUaNVkySe657qaNsGE8boLBs3EAjbnnlLIsoHRM379HCLAkANFCg5Ykltqo1ZKzCRYq5K/nweblCp+ScwqGiKyiezbO2lJAYq/5apmgG4kfhy8A+FqY5iZlWAUiNz3YA41A3E05K4PGmjYrtAym/SaOAZDrZRoFp1FYGo9ppV1zxjk8DpNTDIQwW+RoV/kRfGxJufkBCh6mwZrjSRkXweNZ1us8NCknNLMpZ/trKsYFJqes8GRI6urqwty5c1FfX4/m5mYsWbIEvb296vq3334bhBDTZfPmzZbHvf766/O2v+yyywp/V9WGbQ65YRurpnBatNu4brVB5RbEMm4ydECZYOWUGdUbVuRJYO7cuRMdHR3Ys2cPtm3bhnQ6jQULFmBoiF1UbW1tOHLkiG655557UFdXZ9mTQ+Gyyy7T7ffoo48W/q6qDbPq6Eb8cu5vwEXcYkCT8SN5sZNKTCMF3Pcqp1kgkwISx5ktODUohw9xxivMhGmuGLlbxvodFI6nKfnWrVt1zzdu3Ijm5mb09PTg4osvhiiKeQU5u7u7cc0116Cuzj5ZPxgMei7myZERfHLqptF7LhOcIHvYwabl4WYmnPJy45U4TG2QvUdvtpSWPegiAKeQKGro0glmF03HmGDn03XOOKOo2I6BARa03dTUZLq+p6cHe/fuxapVqxyPtWPHDjQ3N+PDH/4wbrrpJhw/ftx2+2QymddEqarxhYFwi5yr7mOZPL5aJhyNtlXBB9S2Mpujr5YtoUnsNWPQuutGZ4raIP+kAm7z0hWhrZ2qUebISo/nmqXVTPVOyQt2+kiShNWrV+PCCy/EmWeeabrNhg0bMGvWLFxwwQW2x7rsssuwdOlSTJ8+HW+++Sa+8IUvYNGiRdi9ezdEizzhrq4u3HPPPYUOvzIRfPKU22W6oBiwDglSjxlwV+lIQWkXIfjkMCarZnN2LYvlghup91lVKc74oorDigquh3nTTTfh17/+NX7/+99j2rRpeevj8TimTJmCu+66C7feequnY//1r3/FBz/4QTzzzDO49NJLTbdJJpO6tpyxWAxtbW1lWWNv3EMlFvdpKfzkC8BXl1/xKNEPZIdNtlem4XYXDwVCrby4hgtGsx7mwKG9iEQKj6GNxU6ioe2csrxWC5qSd3Z2YsuWLXjuuedMhSUAPPHEExgeHsaKFSs8H/8DH/gAJk2apCtLbyQYDKpNlErRTIljAxGA0ES5cpDxJ6MIyxrz8nChRpZqGWhgwerBiUDtlPztzE9sI6Q5YwefkruCUoqbb74Z3d3d2LFjB6ZPn2657YYNG3DVVVdh8mSH8lwmvPPOOzh+/LiuCxxnHOALAL4pLFUzPQiAMltpwKEtryAAglcHjjzxKd9rq3IhgndnoHH/MsXTyDs6OvDII49g06ZNqK+vRzQaRTQaRdzQH+eNN97Arl278JnPfMb0ODNnzkR3dzcA1uDotttuw549e/D2229j+/btuPrqqzFjxgwsXLiwwLfFGVF8IeZND09mqaGFVDcSQ3AlDcdb5SQOqlnD9CQw161bh4GBAVxyySWYMmWKujz++OO67R588EFMmzYNCxYsMD1Ob2+v6mEXRRH/8z//g6uuugof+tCHsGrVKsyZMwe/+93vyqKxO6dAAo3IpWAazejKc5tKTxzOGFC9TdA4Y09yCMj0y080IUUKwSYPYU3Vzag6fd49ULzT55QzyvJa5fMdztgRrGUe8OQJ6LVMgQXbu0n55IwBvPgGhzM2+EKAOIVlCNEsyxAS/GUdq8epXLjA5Iw9hDgH0HPGD1UcuM4FJofD8Uj1TsnLNyCKw+FwRhmuYXI4HG/wKTmHw+G4hU/JORwOh+MA1zA5HI43qjiXnAtMDofjkeqdknOByeFwvFHFTp/y1Y05HA5nlKkYDVOpIVL1vX04VYnyux+NWjqx2CCKmVaz/cuTihGYJ0+yPthtbW1jPBIOZ+w4efIkGhpc9nTySCAQQGtrK9pOP7voY7W2tiIQKL902Iop7yZJEg4fPoz6+nqQMraRjCZKH6RDhw6VXZmtcmYkPndKKU6ePImpU6dCEEbO0pZIJJBKpYo+TiAQQChUftWoKkbDFATBsr8Qxx7eE2lsKPXnPlKapZZQKFSWgq5UcKcPh8PhuIQLTA6Hw3EJF5hVTDAYxBe/+EXeO2mU4Z97+VIxTh8Oh8MZabiGyeFwOC7hApPD4XBcwgUmh8PhuIQLTA6Hw3EJF5gVzGuvvYarr74akyZNQiQSwUUXXYTnnntOXf+nP/0Jn/70p9HW1oZwOIxZs2bhu9/9rqtjP/XUU5g3bx7C4TAmTJiAJUuWjNC7KE9G8rMHgGQyiXPOOQeEEOzdu3cE3gHHjIrJ9OHkc8UVV+D000/Hs88+i3A4jO985zu44oor8Oabb6K1tRU9PT1obm7GI488gra2Njz//PO48cYbIYoiOjs7LY/7s5/9DDfccAPuvfdefPzjH0cmk8H+/ftH8Z2Nf0bqs1f4/Oc/j6lTp+JPf/rTKLwbjgrlVCTHjh2jAOiuXbvU12KxGAVAt23bZrnfv/3bv9GPfexjluvT6TQ95ZRT6H/913+VdLyVxEh99gpPP/00nTlzJj1w4AAFQF955ZVSDJvjAj4lr1AmTpyID3/4w/jxj3+MoaEhZDIZ/PCHP0RzczPmzJljud/AwACampos1//xj3/Eu+++C0EQcO6552LKlClYtGgR1zA1jNRnDwB9fX244YYb8N///d+oqakp9dA5Toy1xOaMHIcOHaJz5syhhBAqiiKdMmUK/eMf/2i5/R/+8Afq8/nob37zG8ttHn30UQqAnnrqqfSJJ56gL7/8Mv30pz9NJ06cSI8fPz4Sb6MsGYnPXpIketlll9GvfOUrlFJK33rrLa5hjjJcYJYZt99+OwVgu7z66qtUkiR61VVX0UWLFtHf//73tKenh9500030lFNOoYcPH8477r59++ikSZPUi9GKn/zkJxQA/eEPf6i+lkgk6KRJk+j69etL/n7HE2P92X/3u9+lF154Ic1kMpRSLjDHAi4wy4yjR4/SV1991XZJJpP0mWeeoYIg0IGBAd3+M2bMoF1dXbrXDhw4QJubm+kXvvAFx/M/++yzFAD93e9+p3v97//+713tX86M9Wd/9dVXU0EQqCiK6gKAiqJIV6xYUdL3yjGHe8nLjMmTJ2Py5MmO2w0PDwNAXjFZQRAgSZL6/MCBA/j4xz+OlStX4mtf+5rjcefMmYNgMIje3l5cdNFFAIB0Oo23334bp512mpe3UnaM9Wd///3346tf/ar6/PDhw1i4cCEef/xxzJs3z+3b4BTDWEtszshw7NgxOnHiRLp06VK6d+9e2tvbSz/3uc9Rv99P9+7dSyllU8HJkyfTf/qnf6JHjhxRl6NHj6rHeeGFF+iHP/xh+s4776iv/fu//zs95ZRT6G9+8xv6l7/8ha5atYo2NzfTEydOjPr7HI+M5GevhU/JRx8uMCuYl156iS5YsIA2NTXR+vp6ev7559Onn35aXf/FL37R1A532mmnqds899xzFAB966231NdSqRS99dZbaXNzM62vr6fz58+n+/fvH8V3Nv4Zqc9eCxeYow8v78bhcDgu4XGYHA6H4xIuMDkcDsclXGByOByOS7jA5HA4HJdwgcnhcDgu4QKTw+FwXMIFJofD4biEC0wOh8NxCReYHA6H4xIuMDkcDsclXGByOByOS7jA5HA4HJf8fzDqZggcUQ4RAAAAAElFTkSuQmCC", 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6f9nbziu8c8aQ0faS/93f/Z3pGB0dHQCARCKBjo4OTJw4EXV1dVi2bBn6+vp0Yxw8eBCLFy9GTU0NmpubcdtttyGTyZidzha+tisVwYlA4hhy3dCIJtzS5dJc93+ts4hAl5OeHgJ8PE6TMzYQgaVHFny8xy6rL730ErLZXG+t/fv34xOf+AT+8R//EQBwyy234KmnnsLmzZvR0NCAzs5OLF26FH/4wx8AANlsFosXL0Zrayuef/55HDlyBCtWrIDf78e9997rbe6UVsb6LhaLoaGhAQMDA4hExqh0WiIGZAdlD7os8Jy85MrHL8i/XVLWxsgjC04iADUtpZo1pwIYje+/co7tp0xAXRHOx0FJwqXvvl/wXFevXo0tW7bg9ddfRywWw+TJk7Fp0yb8wz/8AwDgL3/5C2bNmoXdu3fj/PPPx69//WtcccUVOHz4MFpa2H2zfv163H777Th27BgCgYDrc/MleSkJyX98otEI1f/b/SLLzh1KHSziFIBU3m5GTtlTqiV5LBbTbcmks6kplUrhkUcewb/8y7+AEIKenh6k02nMnz9f3WfmzJk49dRTsXv3bgDA7t27cdZZZ6nCEgAWLlyIWCyGAwcOeLp2LjBLjiEVkkJjkzQIOqpdcoNVbje+ZiZsBfe/iBxOqVG85MVsANDW1oaGhgZ16+rqcjz3L37xC/T39+P6668HAESjUQQCATQ2Nur2a2lpQTQaVffRCkvlfeU9L3AbZqkRawFpCIAgr8QlgGoC0hWU8CMKVoJa8bATg71SRZN/TnhFI075c+jQId2SPBgMOh6zYcMGLFq0CFOnTh3JqVnCBWapCdYDw4MAZCO1asM0FBDWZvXkmTg1++uQtddsAkB9KWdd2Qz2AUTjEaUAgs2An7dRLoTiA9fZsZFIxJMN829/+xueeeYZ/PznP1dfa21tRSqVQn9/v07L7OvrQ2trq7rPiy++qBtL8aIr+7jF05K8q6sLc+fORX19PZqbm7FkyRL09vbq9olGo7juuuvQ2tqK2tpafPSjH8XPfvYzx7EfeOAB/N3f/R1CoRDmzZuXd4FlAyFAQI7L1ElCC/ukMYSIAraGTEIAyXs4hGsoBTJxIDUIZFMjd57RIJtldUaJ4fMiAFJHgcF32PscTxCh+K0QHnroITQ3N2Px4sXqa3PmzIHf78f27dvV13p7e3Hw4EG0t7cDANrb27Fv3z4cPXpU3Wfbtm2IRCKYPXu2pzl4mvrOnTvR0dGBPXv2YNu2bUin01iwYAGGhobUfVasWIHe3l48+eST2LdvH5YuXYprrrkGr7zyiuW4jz/+ONasWYMvfvGL+OMf/4iPfOQjWLhwoe4Cywp/CCBBD0U3tAWFXR1QyKycScVYBfjkCZa9lDjGumGm4yNzvpEmHnXwtcmhX4PvAonEaM2KUwCSJOGhhx7CypUr4fPlFsYNDQ1YtWoV1qxZg+eeew49PT3453/+Z7S3t+P8888HACxYsACzZ8/Gddddhz/96U/4zW9+gzvvvBMdHR2uzABaigorOnbsGJqbm7Fz505cfPHFAIC6ujqsW7cO1113nbrfxIkT8Y1vfAOf+cxnTMeZN28e5s6di+9///sA2IfT1taGm2++GXfccYeruYyLsCKFbAZI9BkEoYMk1Dp7iPxot1/dKUVO0kCyH8gMWb8fmMBaB5cLySSQec95P60tudSf6SgymmFFuz4wueiwoov/eszTXH/7299i4cKF6O3txYc+9CHde4lEArfeeiseffRRJJNJLFy4ED/4wQ90y+2//e1vuOmmm7Bjxw7U1tZi5cqV+PrXv64Tvm4oyoY5MMBazzY1NamvXXDBBXj88cexePFiNDY24qc//SkSiQQuueQS0zFSqRR6enqwdu1a9TVBEDB//nw1LMCMZDKpC0OIxWLFXErpkCQmLI1YVTNS3ss9kZ1EFvsTbb55iZCy9sISAFLvA1ISCDQUvqYaTdLvudTWNbblwXfLWmiOFkUXEKbej12wYAGsdLtQKIQHHngADzzwgOXxp512Gp5++mnP5zVS8DdfkiSsXr0aF154Ic4880z19Z/+9KdIp9OYOHEigsEgPvvZz6K7uxszZswwHee9995DNps1dfvbufy7urp0IQltbW2FXkppSchaDbVy3JiQlwZpSJXU/V/IjStJQHqQ2RulIupnpk+62y8zzK6vLHId3JbUs/g/xxKBkKK3cqVggdnR0YH9+/fjscce071+1113ob+/H8888wxefvllrFmzBtdccw327dtX9GS1rF27FgMDA+p26NChko5fEJSyqkJaYal16tgJGqXohqq9aYSmVjslAssKir/HbHSpGJCOAfFjwFC0MMHpxYkkpZngHPe4vCmNf5LBd0o+E07lUNCSvLOzE1u2bMGuXbswbdo09fU333wT3//+97F//36cccYZAICPfOQj+N3vfocHHngA69evzxtr0qRJEEUxL1leGxZgRjAY9GywHXFSiiAhek1RtUuaQTT7E4BqhZc2iF0RoBKL25SyJoJYYoIz3JxLtXSD1yV2ZhDw13o7ZrSpOwUY4h7wkaDo8m4FLMnHC57uFEopOjs70d3djWeffRbTp0/XvT88zASGYDAIi6IISTK3uwUCAcyZM0cXFiBJErZv366GBYxrqLwsHj4KZPoNIZROKZECC0JXBBbNGjQepdyb9rVsvqZqXOIk+71dQ8BjTKeUdd5nPOBkOvBgNeHk4D19XNLR0YFHHnkEmzZtQn19PaLRKKLRKOJxFnYyc+ZMzJgxA5/97Gfx4osv4s0338S3vvUtbNu2DUuWLFHHufTSS1WPOACsWbMGP/rRj/Dwww/j1VdfxU033YShoSH88z//c2mucqTIDLOwm2Q/IMkxi5Yebk1OOVHskBLTKGmGCUslVlMNWLM6sYkg0H4JJY/xk4IfIF6aupWB0wcA6qZZmzKVlFXjaxyODZ6W5OvWrQOAPI/3Qw89hOuvvx5+vx9PP/007rjjDlx55ZUYHBzEjBkz8PDDD+Pyyy9X93/zzTfx3nu5kI9PfepTOHbsGO6++25Eo1Gcc8452Lp1a54jaNyQSbFCvkaMaeBGdEtoh86RjtD8m15bod0roUnMJurm3D45vIjKtTlpGgABxDAgjKO0zcF3NJ+54T1i9iKYkOXYUs1Lcl7ezSvZNBA3CRtSIYb/aqsWwVtTNEdIvpaknKO2gFzboSMAXIQshSaxx+T7smasQawBgo3OcacjjZLBo52G4owzTk1bs7RMBeZoxmG+MPsU1IlFxGFmJcz787vjI2baIzyX3CuJYw470Pz/6oRHKX+fzPLQAeY8ysJTkQ4ql45zQzbFPPOm7w0DSQkITXR/7hHBJI41z0lG9PtWhu7AGUG4wPRCsh+2As91Ns9IQ5m3PDTJm7fcLVmHNMJsgglVcYzK0A2+A8d8fP0L7G9TptrlaFPNS/Iysd6PA6QsK0phhZ2wpJrybaMFlYDE++7397KEduNUSvW7H6+UKMLS6XKU+FZl48LSNdxLznHGLnXQ6QtglxteFE4abRoY6gMyLpqmlVr7ldKj/yMxeASuhCWQSyggBCB1Iz0zToXAl+RuMTo3CsGLnYwIJRI4WSB5HECTQ+O0ETAXZJOso+aooQ3mhzvBSSlQ1ziCc6o8iCCAFFF8g5SxqZgLTLcQTQ53cQPBlXCyFZZe5iFLjuQJwGfnOR8JDXi07wwPwlLxjPOluGe4DZPjjBgCBCWg3BjwTK01R22vcfXRaQlv/LMQw+YWqn90ssH6S7k0JSwgfrQYPJr7aCyrQimPcmgXF5aFoTNnFLiVKVxgukUIsDAdSsyFJpAvNNWiGWbhLXZOIjPt0qY8nPkg+S9lHWyZ/jq4+0q4mAfxja7AhOKIIoZHDapy7/WHh8NhcIHpFkKA4AQWKkNEAJoccC2K0MyrcSnpN+3+Vpv2eOWBCA5pjHbLYNmGKpnkowPsumqaAcHO1qkVSHYpoKONQzqqtsgJAXvklYkKQqmHWfBWxhomt2F6gQhMaNIMkB7W1JE02CXVjBI7e6ViaLMRcKZFhylz3vgmsFz29KDJGGZjUlbGbfhw7iUxDAQiuVjNbJp51v01QIoCVKuRWuZ7Wsx9lAt01E6Vr82NAVP+3FWhGQTqJo/4FCsGgRTl9IFQvl4fLjCdUHqFE4HlkCffh9oREoB6cxIBuZtVEYROXww3zh+t0JQAiCxfW/AxYSelnQPJFSTDftk4EE+wH4H0SUMtzTJbtuZlU7mcOyEATTHBKTYB4TJqw8EZdbjAtCKbBJIDUOtTapfRpqErWgeLF0Hj0muuRZTrgFKK4nuUU+ZBN3sdQMFCU7Rb1o8Qdm1A7CBgtuns+wANmZtaOCqlarNbjvBvhhFJYrUtE+9BrZ5udMKoVdAtB4FrIej1uyOEckIyfdK5F89YaYlea2yWgrppGtusk4ZP9P9XbJtDh60O4CgIpPitTOECU0s2A8SP5MqVaavYmGEZhG78Qtgtbz1qo1KSpTxmEi568QiAfwwElxgugeZbIDqhafXZmglTkrM98yIcHAv4klyBZuVuj0ZbmNNxFlVxVG+5dkiH5bcabmQV10nZPLNxVhXIDUUX3/BgYlA+i2wcSFJmGx2L5ZcSXzmkOIG0uJgPzbKwKI4pRWf6cKdPBTBsEJbFaBlU0pgAzbRN40sicu1zDYHuunkox7qdm8TiR13bSS1+LMRaQBSZuUL0MxtqehBInczfX9HSsgnmxR/L3j9UMo8yyMP4gzfKCy+rgtQAoM2NV6Y+xq2Aq9mGyQUmwMJpSoWa2ePlpqP2y39dtpAXQU6YR91f52L5bibY5XMFak00VeNclGgBjaBPxVh19rG6Qeqm6auum6K5DkJysa5uyKbYj4Ik/9ARwn78/PUsK8wIpSzbiso/POkUkBmwmZpRkMuPg+/wLKUxggtMAEicQL4AKHLZ4Nlja5E7rlveexScSuELMey+97j+5GyTUmwTAjnBqUuzNAhLdd4S+2xDTeNUaGpXFBJca+JShrU5RlY/hmK+yAwCvjog2CA7ERVHEsnNIw37VYzd50UIqyg/Rppm0bnkZez04QITYKFD2i/oqBv9Hby5Wq2NOO2vOU7JDU+fhLUwcPrySnLsqYwQBEIT8nuZm93gRHZSSalcKNRYoAhNy5YeBmFpp8FJEhA/CnPbruZ5ZtDwI2Xn9DP8Xcb7krVYTzcXmGWMlIE+2BwoWrsERuBL79GWGZrIcrlpVhPY7nVOJuNLSVm7UjRiF2Omh8ZWYAJQbYGmefrE8EithabamsPsus3SYjX7WjoHLcwbplDnXUYYQgSQIuy8pIzru/GwokwSnm5+I6Z9YyxuEO+DWzzVhs1YnEMRUEX1ELcYm2b07zm25hgPfcwNzjQQqO2MldcJcn8/q2vKDCP/h8Qh5tOuQk/ee+WrfVUDXMNU0hwVm6OX5bjdTWDqyHG7LHPy7Np53hUvdVKusFTMDWgnBOzf1u87Hlrv1gCQ7a7qZyJ/VlohqsWoZWbicFyFFGvOcfx7eXX8lR5uw6xmBFkTI4qWUOCXUefksbqpzOxehZzPKjBbc97EcYD45FhI0UHLMxvPxbzcLst84yA/u67J4PxxcKqYXb/Wlmt3rFPCQykYw+D6ahaYfEku+AvQwiyWwp6/xK5VNBfHm2ioNMPaU9gWBjaMEZxYWLdHq2sX/Pb2SyqxrKVM3FD8YwSomyb/JhYgbNIJWP9QmWFwItqd0+t8KIDwFG/HcEoCF5jpQQ87E73NS1dr0S1uNFkvN5DxZjTMRQmGDzSYnN/kPJmTsK+3aYHZj44YYs4ns/ckOeRoOMqEevIE8z4P942s4HQdimOYc2pA88Th70OM/3Ey92hetxWu8nuhFpZIMGYonQcK3AoQO++++y7+6Z/+CRMnTkQ4HMZZZ52Fl19+WX2fUoq7774bU6ZMQTgcxvz58/H666/rxjhx4gSWL1+OSCSCxsZGrFq1CoODXu5/LjDzi1e4KaHvFNNXKIWusvJuUAOZuLwsNgpWzab0LMomWUhMMYghINwix19aBHAn3pO994qZQqMVx4/lhy0VC6VMk03FPNiqtZ9n1uQ1h0N1Fg5D0WjlkRodjhaedqqxifvG1pJWVPHgApbz77//Pi688EL4/X78+te/xp///Gd861vfwoQJE9R97rvvPtx///1Yv349XnjhBdTW1mLhwoVIJHIlDZcvX44DBw5g27Zt2LJlC3bt2oUbb7zR27VTWhmVBmKxGBoaGjAwMIBIJKJ/M5NkmqTi3RWCgD/Mlp7GfGOrthJuUOL5CpWd2qIRujFchBHZnlT+ETDaMY3CzKzKu+OYJnZaNcCdss/aF9afK3mSabKmKAJUrv5eivCsrFLH1ERomU5Bfs83EQjJZeqG3pXf9Oh08Xx7+cGi2jWRFmrCQhConWR6lO33v0Qo5/jzgnNR7y9cwz2ZzmL2b19xPdc77rgDf/jDH/C73/3O9H1KKaZOnYpbb70Vn/vc5wAAAwMDaGlpwcaNG3Httdfi1VdfxezZs/HSSy/hvPPOAwBs3boVl19+Od555x1MnWrXIDBHZWuYksT6ciePywHUGbbcywzKy79jyBM0pmFCXnCwV+XtTvOXYabCUv6/uqxxaRKgFIBk7vQxzlOnXWvHFYDABPaozoHoj9E6SiQ5ZTATB1L9bNmdlXvuSGlZWFp9Rso5s/ZN29wiZeR6nzZdOCnN/z9BTlhazrEI6qZZbC3y4ylAbSsQnswe606xFJajTak0zFgsptuSSfOeU08++STOO+88/OM//iOam5tx7rnn4kc/+pH6/ltvvYVoNIr58+errzU0NGDevHnYvXs3AGD37t1obGxUhSUAzJ8/H4Ig4IUXXnB97ZUtMOPHoKuOrhUIRGBCtFR4Nty7FaxmSzNjTKENtvuYnN806Jqypboap2g2lF1bYHkJLqWZ914d1w7q0b5sgiRZtPCA/jqIfD5Q+RoFoLbItEMrM7Uv4j4PnIiyU3I8hGXlUIpvFLMBQFtbGxoaGtStq6vL9Hx//etfsW7dOpx++un4zW9+g5tuugn/5//8Hzz88MMAgGg0CgBoaWnRHdfS0qK+F41G0dzcrHvf5/OhqalJ3ccNlRtWlE1C30pCgzbDgmaRay+hxSwEyAaz5ak21Egr5JwEpds89LwlNMl/z1EuGc5lNT9je4s8nJaqVK5gbydYDePRjPvPQkt6SK6kJJ/LKe1VCAEkxEw0frcOL4frJco/hlAtmjLfvwo5dOiQbkkeDJpHU0iShPPOOw/33nsvAODcc8/F/v37sX79eqxcuXJU5qpQuRpm2qESuW75qSxxjbjUGs20RdPukSbPrebmCWp4VMbxOAxgPT/Hebu4LmkUhEVyQPZomwhmq2uQUkAg5EJYGj9QB7ux6cvlG4OoIhBWjangjX0GkUhEt1kJzClTpmD27Nm612bNmoWDBw8CAFpbWwEAfX19un36+vrU91pbW3H0qL6EXiaTwYkTJ9R9XF266z3LDdeaDJiGGWoBM7h7HIdaCCvTfdzMpVBhqTxV2vi6PaeJHXPE8Gi2ID5v85EymqgHTegUlRz+BrLJwHYfK43SzI5sNWfCHDdlzmh7yS+88EL09vbqXnvttddw2mmnAQCmT5+O1tZWbN++XX0/FovhhRdeQHt7OwCgvb0d/f396OnpUfd59tlnIUkS5s2b53oulbskF3zOGo1ygwg+FtdW25x7fagPbEmvdcZolu6my2FD2I7xe+EkOEsdruR1OWtbbkyEpWFupAItbAPuNefOJpmTKZuEtVB2MLFQ2cnkt8hKCjQCqfctxtG+5mAzDrq4pnHOaBcQvuWWW3DBBRfg3nvvxTXXXIMXX3wR//mf/4n//M//VMdbvXo1vvrVr+L000/H9OnTcdddd2Hq1KlYsmQJAKaRXnbZZbjhhhuwfv16pNNpdHZ24tprr3XtIQcqWWD66+VCCRZob3JjVXBCgLpWYOg4WG9uJVyIABDkY23iBO1yzK2Ei+WXqEhbquPhQi4cyk7A+iPMplhQXc0CID5r4aVAKQsXUp13RQpuo8CkVLajSsy+KdbIrUHMzuPCZMHbXhTE3Llz0d3djbVr1+LLX/4ypk+fju985ztYvny5us/nP/95DA0N4cYbb0R/fz8uuugibN26FSFNpMNPfvITdHZ24tJLL4UgCFi2bBnuv/9+T3Op7DjM5IB5V0XtMtpXwwKsrUgO5IQEkUNqqOyQ0KJ1JNkqGQ4eW1PshKnV2IZQH1M0FhmqKYZrPE4IgXXQNDrRzDQtO1wKfiKycBqnXPVUTP/3dTTDOJxf8LPzAnJIVEz/dxYCcvUnq7x8hx+90KTC0k5dMJpxmK8vOR/1/sKF/8l0Bqf/Ys+IznWkqOyfvGADu+m0WpHWW+2POC/7gg3sRkqekOWBhT3MrVfaa0UkNrjFwLJgU98mubAYIso3t5m5QJveqTmF6b6w8ZC70X6dhLYBfx3bnIQllexXEOYHwXa+gmzDzgybF9qQUsi3V7qBAMGmEROWo001F9+obIEJsP7YgXpm31KKBQs+b0U3/DVsG+wDkLEWeoXadVzFVVrd7ALUSkuq0BShBqwDOeFj5wFXKxq5NQE42VspK+Rh1NKsCE5gKZVuP0Mpg6KX4EZ8NfIyv99mJ48mEgComVIZ3nFOFQhMBTFYfNXvuhYgfhLIDpi/79bJYozN1L6WNyY0MX1mGJehsjDXLp+pxmNsHFtdlmuX46VAiXEl7uRaQVWjTM7pxpZo9VlSibUILqUgFsOVJyzd1FtwOr5MqR6BWTKSOW/5iBeLhbMyk3f/S/lhNMTOtueh+ZdXCGHLa8c6ksR7//Si+q1bCM3kCabluj3e6gdS+3o24T1aYZxTzUvyyo3DHAko1YQqkeJ/aR3PJ5/HTmqahS6Nih/PxTnEkNy50iG1Ty095wEi5BcmLrRoipasy/x113G+lJWxSw+WvgITZ9ThGmZREN3DiAxvq51Y2FG1VY+U3WznWIBdzgmt4yY8GUgcM/GyAwhEnMOHLM8RkQuqaOJtHZ1qHj5L090M8beW5yK5faQEkEoAGGChScHGstY4CRFAzPquezi+XOEC0wuEMFtbXoFbg7OjVFBq4y22CzIv4GbUpnK6Pt4gmBV8NSwOVkEQgJoWVrEoPQRAYp+jr469VyhE9j5n48yzLWltpia2XcfrcKAUf9rsMJAEa1Vcpox24Pp4wtO3taurC3PnzkV9fT2am5uxZMkSXcrS22+/bVmdZPPmzZbj9vX14frrr8fUqVNRU1ODyy67LK9a8rjBGOSehwCEW+VlprwUNSYFqUttF3hJ8SyGgr/D8oFikAnJcLO1BiUGmKAITWSaZTHCUj09kWNpJzGhHG5mGq0YRs6cQdj8TCvJe5CCpbrPs8N8eV6mePrG7ty5Ex0dHdizZw+2bduGdDqNBQsWYGiIBQ+3tbXhyJEjuu2ee+5BXV0dFi1aZDompRRLlizBX//6V/zyl7/EK6+8gtNOOw3z589Xxx1XiGH7pl7BCYAgsiVpbSsrExaUtQkKvYdcdV7bpRsSqH8mK293SZBjN5V5ukKRIHK9TEFkml56sMj2vkUi+FgyQk0rE6A1rSzonJai9UWJpGYpan2OFQIpfitTPC3Jt27dqnu+ceNGNDc3o6enBxdffDFEUcyr/NHd3Y1rrrkGdXXmAeKvv/469uzZg/379+OMM84AAKxbtw6tra149NFH8ZnPfMbLFEceQpj2KIbY8lJKs3tIDDPt08x7669hzo/MsFx2zES7MCsFB8hCLFuYp9WsQHDePsp7SiyoEo8p7ysE2A9EethC4BB2ffEo9JJ2APDVss9qrJZgSrHlbNoipdPLD4/GXq0G+duc19EuPEorh5FAKM6GWZKVxRhRlA1zYIDFIzY1macW9vT0YO/evXjggQcsx1CqLGtzPgVBQDAYxO9//3tLgZlMJnUVmmOxmOf5FwwhgC/ENi/H+Gv1S/pMCkgPsOUZlQBKAEgaxwUBE5YoXlgqryljK7a+vBhPg92UUjZnX42sPQ5BbfXhCzNbZKrffA5K2mKw0dvcS01eemwhGrpGAKp2UrNxXNqzyzivnNswC0CSJKxevRoXXnghzjzzTNN9NmzYgFmzZuGCCy6wHGfmzJk49dRTsXbtWrz//vtIpVL4xje+gXfeeQdHjhyxPK6rq0tXrbmtra3QSxk7fAG5BcEUuQWBpnUqIbl7r2TfL9mep3TuU1tdUMMmoxUKisCvaQZqp7K5BhvNc/W1ZIaYhgdAbfo12uULSlmHk2o/I7MwJjcmE/nHhlN2FCwwOzo6sH//fjz22GOm78fjcWzatAmrVq2yHcfv9+PnP/85XnvtNTQ1NaGmpgbPPfccFi1aBMFGdV+7di0GBgbU7dChQ4VeyvhBSuk1SduQFZuYQ9O0TREQ5XYHupYHZp+xJtWS2khrpUeSE4mjrNnc0Lvy4xGP1dc9QinThofl8+ocLMUIa+UzsfiBAdytBAINNtEP45/Rroc5nihoXdDZ2am2qZw2zbw/yRNPPIHh4WGsWLHCcbw5c+Zg7969GBgYQCqVwuTJkzFv3jxdwyIjwWDQskJz2eJYDUjzmpm90wrFlqe2dfUQdG3nKPEi8FQTg5zjnj7JsmDcVCXyglLyLevUUsMtBLncfPnvoxOKslOOwDzOVDeUj0UHlLt2WcWpkZ6+qZRSdHZ2oru7G88++yymT59uue+GDRtw1VVXYfLkya7Hb2howOTJk/H666/j5ZdfxtVXX+1leuWPVvNz0/dHFULa5xbjEiLf0AVodRmLZnGCh+ZcZjeJlGbFOUpJZqiEwhIAiOZHRolY0G6y3VmpKWqKyPq0h5vLX1hWOZ4EZkdHBx555BFs2rQJ9fX1iEajiEajiMf1IRJvvPEGdu3aZemwmTlzJrq7u9Xnmzdvxo4dO9TQok984hNYsmQJFixYUMAllTGCsfyXUQBa3ZDERksjGidSActRQuQsHatlvgfHlzIfLemh0tk0KXXu5eQW3wTo7bvqSZBzAJl9psRkA4ueKGPNSgtbsBSzJB/rKygcT0vydevWAQAuueQS3esPPfQQrr/+evX5gw8+iGnTplkKvN7eXtXDDgBHjhzBmjVr0NfXhylTpmDFihW46667vEytMiCExTOmTIpVuAkrIoL1MrlYe+HQu8wjLoZZjKliXw40AHG71hCA3rts3I8yzbckXmOL/usF4RRY7uHzLKpQyDjExnzu+vgypbIrrpcrqSG90FRDgZyK6ip/SsOfVPAjV+vSA0o4k6KdaotbhJtzgkDKsE6Npkthw91hpunWTPG2vLecrwQMm/WYLuQrXsxdTTWnpOzHQPCzeFUvNT89MJoV1w/+y3xEAm7bEZuMk0rj1AefKct7tYyV4womUAuENLZfncPEBitjvGftUgk/0jqYiP708WO5/ws+lu4oGjOgzISlAcFfGmEJyGtFozY3FvqAct1Kfn6G5bsnjrvoTlkGKN+zYrYyhQvM8YovCLXtrxKTWfB9ZueQ0KB1IhnJ+6JTIGPQKPPKtGm0SSvtN1BiDSOgKfoxJsJShkDzmWk+t2zSRX3Q8U0Vy0suMMc12ra/Ck79tZWlc963042W6fGbrGtARq0zfmAhLIONpfca+8KsClJRwrLYO9oYmwm9lMiUefGNKs4l5wJzPEMIs+8p1b3ztLW8A0zkhOJBl8egNsd7LeumHSfZb198V2lu5qthWmXNFHd9xwshGAH8Rm3XLWafgZmX3IWTK28IzeuJ4wXMjTPWVJj7rgIRRJaKqBTuoFlrBUgVqsoO8qMkQX+Ta2M2Dcts1zEfFIAc0E2zcr9uG7IJ5igarfWYpwIPdnMymim0thHjeza2ZoNZE1KG1Qctw06SVRy3zgVmWWAs3CFlWLxhNs4EluBnMZxpOQhcDUGimnta0T61N7NycxfwDaYUyA4B8ZS7WEyaKWH4kAtIiRxJltlWRqFpYXbQomqZ8j6ZeFkKTJ1DsNDjyxQuMMsRwcf6pcOw7PTVAnHrgiUAoKZIGjVO9qaLeE95XyXcSEozAe7mHhitYsgA+wGxi0t1hdsfEwFq2qRbCEFZl3irUrgNs5IQRaBmqv413WqS6B/zcLKRGp0ZxnWmA6MZwK3ULXXesQTvuRR8xKDRl0wLHmWM2aGFbGUK1zArDUFwXi7ZxnVqtSrj8t1uTIddxLAH+2iJUCrjJwegF2oCczxl4jal38xsvFa4iZMluc9d+fvYVe4fx1RzPUwuMCsNV9WLiHst0vF17ftWMZxCYa10S4GvhgnrbFK2oYpyfx8iF0UekvPZ5SW1GAKkpH1MKgDzz8NK4zZq9pSZT+w0zMF+ABnWJ6nSqnKVMVxgVhrxE0UOQDSbg5DUKaACu7nTg9Bpc0Iw1+dorFAq5EsSkBmU5wg5ZrOWhTdJWZPQKCst00ozV/Z1MHkATFBn4syRJyotPkxIJ4C0opGGWa+isaaK3eRcYFYSUgaQ4lCFndUX01K7lJfMXuMxAdlLb9I3R0ox7U4Y4+VnJp6fYZNKsRx4pf2GLW6W6GZRB3bLdUkub+dU4k7xqg8Dg3H2A1RoL/cSUMXyspzNr5w8MnGYpyNqsEpRzFs2al4zw6hd6myBWi0VLANoLDNbsimTdER5fkTwICyN/7fbz/i6WTC7x5AuxWmUPAFkyzhTqIzhArNSGBpgGh4RobsJlcLCugLDyqPcWpeITHCY/vRbLTFp7j3BhY2tVHUqCyE1oH9OvGrSXjGGbWkTCeRNCd/yNAWSm7vVEn40GOXUyC996Uuqo0nZZs6cqb6fSCTQ0dGBiRMnoq6uDsuWLUNfX59ujIMHD2Lx4sWoqalBc3MzbrvtNmQy3n90+JK8EhgeACALJDWO0mIZqPPUlmBdRQFICeexshZV20cDbd+hkgpLuQWyZzTmEi+Vi7Sf+VhS5FenkGPPOOMMPPPMM+pzny8num655RY89dRT2Lx5MxoaGtDZ2YmlS5fiD3/4AwAgm81i8eLFaG1txfPPP48jR45gxYoV8Pv9uPfeez3NgwvMckeSAKrR3owl2bSo7XXlzo1K+mAx5cbMzHZmlKywb5GUMnhezdG301SstPYCP3Ntq+QxYizCinw+H1pbW/NeHxgYwIYNG7Bp0yZ8/OMfB8AKms+aNQt79uzB+eefj9/+9rf485//jGeeeQYtLS0455xz8JWvfAW33347vvSlLyEQcJ9txZfk5U78qP65nUVeFabyn10ya+plhc0+ZWzEz8ftxRhbTpjdSiPwwRS7MhhHxGIx3ZZMWq9CXn/9dUydOhUf+MAHsHz5chw8eBAA0NPTg3Q6jfnz56v7Kq27d+/eDQDYvXs3zjrrLLS0tKj7LFy4ELFYDAcOHPA0Zy4wyx2qEXpuBJ+6j/woudG4TKrzaM10dg3Ycid2cZ4RQvDad8gJWUOU5Px45blYY1JE2QzNZ+VVAI6H4sOkBBuAtrY2NDQ0qFtXV5fp6ebNm4eNGzdi69atWLduHd566y38r//1v3Dy5ElEo1EEAgE0NjbqjmlpaUE0yuy80WhUJyyV95X3vMCX5OWM1jbnpuePFmNjtLxlnk0YjW4/jb1UZz814Cu10PKAGJTtrG5R5m/n9c4a9gWL4RTChv3cLMldZAppba/S2Jo3iu0trhx76NAhXYsKq7bZixYtUv9/9tlnY968eTjttNPw05/+FOHw6Hbh5BpmOZNOoKQeAK3AVbVHKV+DNFZe1xYt1h2sQam0NBbY9Va3xatQoHIcrOG1vP+b5eQ7CEvlB035O4SbPc5t/BGJRHSblcA00tjYiA996EN444030NrailQqhf7+ft0+fX19qs2ztbU1z2uuPDezi9rBBWY5o8onybvX12lppy6fDCFKbo7NHcAeAo2sBN2YUYDgcywSbHaM9tFsPKv3kfvB0X7eRGAZUlrtn0pAcOLYloUr0ZK8UAYHB/Hmm29iypQpmDNnDvx+P7Zv366+39vbi4MHD6K9vR0A0N7ejn379uHo0Zy9f9u2bYhEIpg9e7anc/MleTkjhgAMsP8rN5SrwhtAvk1Su6TXvEcB3RJVF5ZkI1CUVWZo0tjXfBSD+nYaeWjNDwVo7EV7rbWfL1i1+GyCmVyoUvyZsDTOQMRjceQRYJRTfT73uc/hyiuvxGmnnYbDhw/ji1/8IkRRxKc//Wk0NDRg1apVWLNmDZqamhCJRHDzzTejvb0d559/PgBgwYIFmD17Nq677jrcd999iEajuPPOO9HR0eFaq1XgArOcETVaG5Wg1rp0Somkhso9kqyhSpqbEzDRBgjyixBbMJ4cuWIQIKJNaJMiKAsUlrZjukD7Y0cAZE7mhgABIMhdOcux2HDxvPPOO/j0pz+N48ePY/LkybjooouwZ88eTJ7MOqt++9vfhiAIWLZsGZLJJBYuXIgf/OAH6vGiKGLLli246aab0N7ejtraWqxcuRJf/vKXPc+F9yUvd4YHAEmTw53ndNEIQLOe4ITIwkTKCVI7DYBq/uNGUwg2lb7RWSFIGbnFrfbHwoWzxRaNpuU2vtMXAfwh1m7EtI+7DeEWyyImo9mXvO/zVyISLKIveTKNlvt+VZb3Krdhljs1DfrnlOaEn+qwkTRLO5jsr4TGuFhqebVBjXYNTCsEH3OUBBqgF5KjqC8IQSBYz/4WXoUlkKuyNNbwrpGcsqZuGoq3rrjsXe4FIrAqRuMFIshFe11og8RJgzL+uLj47JQe7IUKPsciIZyRhtswK4W6ViCTBBLHCh/DrbxUlTOHZbk/UpxzYERwq1GaCFXiAygBkMm/LuJg3yU+VmEo1S/HzxbyuYwP65kxeKKQ48sVrmFWEr4gUHuKt2PUGx0uM3Yg3zFKHrXFDoHGsY29tER2ojihNVOoFYayuTAf06Gt7BUEgASkB/TJBl4ZLz2AtCFQhW5lCtcwKw1C2BI9nQCS77k8RnOsbb8f6JNX1GBqzSGhCSzcabzYLo0oLYvNih27QUqylhfGzCG7LCf9BJDzyHsUHP46b/uPELyAMKfy8DulIlp96x1iCtVQF+W54iUGs/tJWVZFPBUrTpsaSfx1LgLpbe5qImvQRNRr5WZRCArUTEh6WGITsWybplUSXMOsdMzqLhIB+ptXG3tpF2ZjsxSlFEAaSGuEZPoku8kDjeNLrSACC6hPn5QLG8vXK/jd2RezSVbQQwgBkuZ4V+c27q5Vzy3OKwRYeNZ4+QyL9XSXsZecC8xKh1ImIPK+o1Ye3gIdC1aCNjPMxg82FjbuSKF0svRHmG1SiUcdOgL7z4ACNAOkjisDeTuvqfZucT4xxOYnjrPbtIrX5OPsL8GpSDJDQKDe2WkhZVlXx0ycxSoKPpYO6KsZuZuMEObBVlBa71ofAH0qZUknA9ROcY4+4IwZ3IZZyQQmQa2wXnTlA7vjXKQVOrWoyKaAeB+LUaRZNp6UZmE4ieOF52p7Pc5fB+trLTB90jW0LIRlFTvJuYZZ0QRCQAp6oVnwt9VKq/KYL231XvKE9VhSktkbAy7T6KQME7yZYXlMgQlCf62z914QgfBk1mVS57Qyzq3Yz9FIGUkRviTnVCxiPcs111UiKvYLW4CWJdh81TLDNoUxZNJDgL/e+WbLpljOuG6OEpCOMaEbamY2wWyKjalovmKACVUxIKdRTrYYqxgchKUQKmthUg1wgVnphCPA4BBAPN70ZktDJTTG601NxPwUSUqZoEwPwV2BX4k5W+xSFp00VVAgcRTw1ecqAilkE2wLRFixkEwcyNgVaC7kh8dh/2B5FKIgQnFhtuM1RNcNXGBWA3VTgOHjrBq4+m21ueGp4f95q3CaCyUyhi2ZFhzOMO1O0RClLEvh9NxJ0kW4j+OYFMjELMairIe5sY+53ViuhKbTfoSFDdlp4eMJviTnVDw1E9nj4GHkCm0YhZymgo/ymmlsO9E/av9v1QY2FWOP/nogeVwj2OziPrXnFF142QsNlC+lI0cuOGLbqkL+rMQQyxry8aV4ucAFZjUhZZErKiFrPQTIq4NpdvNqBaCTJ9fKwZM6KQuTAgSbv650QkWn8BUpLImPBbxnFQEpmQhLkwkEJgD+Ms3cKSbYQjm+TOECsxqQJCA1KNvttFklVK6+A2dhpNUa7fa1bddALWIcHbRMIcDiMZ0YLeMY8TE7pxhmgtJzuTYitxcpTwghIEX8eBVz7FjDBWalkx5mNjkCjQYpaHKgXTpxdHbNImIF84SpIrxthGZggrvzKdelaM6m57d84h7Bz4SmaSk9N2NSgKYAlKnQ5KmRnLJCyjIPczbOBITgZ8s7IagXLJk4C/wGYBqDqeaUu4Ao/zhog06B4mKAxVXqD9KMbURwnxpIHPYrWXSQXNeymB+ObLqstcxqxdMapqurC3PnzkV9fT2am5uxZMkS9Pb2qu+//fbbqrpu3DZv3mw57uDgIDo7OzFt2jSEw2HMnj0b69evL/yqKplsimk2GSUjRmICKPk+0yS1Akvx9prd1AV7OguwXWqP9dmVKKOGRwChJpfzAmsKJ/jZ8UpSjnYD2DUHPYxpRjZdfEZOGS9LqznVx5PA3LlzJzo6OrBnzx5s27YN6XQaCxYswNAQs0u1tbXhyJEjuu2ee+5BXV0dFi1aZDnumjVrsHXrVjzyyCN49dVXsXr1anR2duLJJ58s7uoqDUqZYLRSlbLxXBsDKQPHfuVq7UsPEALd10ZZ2huFpaUDSbLQBI3Cknrrv00pkOxHrvCv2fiUCUt/mDUU89db7OtwHqD4m76ctUsBRfb0GesLKBxPS/KtW7fqnm/cuBHNzc3o6enBxRdfDFEU0draqtunu7sb11xzDerqrDWL559/HitXrsQll1wCALjxxhvxwx/+EC+++CKuuuoqL1OsbLIJOPajUUqqueliaOugMT1AcxyRQ30oE85W42sfKQUSJ1iKolOsY6CRVZB3gySxPHRFKGrDpKj8SERWMcknCypBZEHqlDJt3RUiTNtT6JA/U9tdguUTc8nRUZSsHxhgX/qmJvMlTk9PD/bu3YtVq1bZjnPBBRfgySefxLvvvgtKKZ577jm89tprWLBggeUxyWQSsVhMt1U8TgUsAAAUGI4CKdkb7ZTDbWuP1D7R2hhlzZRm2RhqN0ZlVwtpQQjL6hH89jGVihfaLckTyP2QaM9NNM4uiWnnGUOldCnl4gSEaaSKF96ulYeTsAQKCNgfb8ipPoVuZaxiFjxzSZKwevVqXHjhhTjzzDNN99mwYQNmzZqFCy64wHas733ve5g9ezamTZuGQCCAyy67DA888AAuvvhiy2O6urrQ0NCgbm1tbYVeSvngtvc1lQBJKTxhg9piQiMA1Ofy+zohqbwngQkoyh4Tx3L7uVmqShkgNNm8o6QQYMV93YYISZKJE0mL4RqSx5kdWMWNhk2YRqjLkjKBSi5X+GUuMLkN0zsdHR3Yv38/HnvsMdP34/E4Nm3a5KhdAkxg7tmzB08++SR6enrwrW99Cx0dHXjmmWcsj1m7di0GBgbU7dChQ4VeSvkguGyCZZoDjvzXjALYuF+eBioLSDPSA95uBKUqkKKdBhrY/8OT3V8nwDzWjpHUhuvSxk26aQMsyvnrXrReTkVSkCGls7MTW7Zswa5duzBt2jTTfZ544gkMDw9jxYoVtmPF43F84QtfQHd3NxYvXgwAOPvss7F3715885vfxPz5802PCwaDCAZd2rgqBcde2cp+Wtuksnw25H07LccLKbLhFq0jR/AzzS09JNe99Fg42K3WrSWrycTx1zoUDEbOs++rYSmeZktqZR4F+NHKDh6H6Q5KKW6++WZ0d3djx44dmD59uuW+GzZswFVXXYXJkyfbjplOp5FOpyEIemVXFEVIUgE3QyXjCzNNzjOG5bYTI7lkEgL6BmRSGoi/B53mqhQOzgzLy3Ob+RA5jIg9sdoJeT8Oyg+I4GfarZUTyl+XcxQRIu/7fs6ZpD2v6wSAUuaujwFVXK7I08w7OjrwyCOPYNOmTaivr0c0GkU0GkU8rs+dfeONN7Br1y585jOfMR1n5syZ6O7uBgBEIhH87//9v3Hbbbdhx44deOutt7Bx40b8+Mc/xic/+ckCL6tCIcRZy3QSik52pJEUlkTUx0AqXnOrZb6UYnUs7RBFOUzJat4mmjTx6a/TX8cEs6hZsSiNx7TOrEycCUsYT6f5QXKkGlTQysWThrlu3ToAUMN/FB566CFcf/316vMHH3wQ06ZNs/Ry9/b2qh52AHjsscewdu1aLF++HCdOnMBpp52Gr33ta/jXf/1XL9OrDgITgEQf+7+lcHObvTOKN64/kl/xXErKNkgb0kPsWLu5hibJYUVATiDZef+zQCYF+DSmATGoF5hGMnHZG2+BK+1SnlO5Ft1QqOIlOaG00GYp44tYLIaGhgYMDAwgEimPQqwFk4nLAewy2tqUjrbJ0cDkhqiZki9UUnIVdCdCzTnHixWSxASarcfcMMfgJL3QtBs7HkVJPlclDMttQL5LRuP7r5zjxHdWIBIufP6xeApNq39clvcqj54tR3xhtqxMvs80NDUkqAibr65veTEagMmxolW9R5fncXNdggCEJ+V+MNLDNvZe+bzJE4BPTrSglCUGpAdlrVdgn7OvVhbqboWljXarfMaJ9+QWvy4qMI1HBIFtxRxfppTvzKsd0S+n9hmTpUeQQhcjfossL8Gl19+NFqpACFv2S2k42zUlOYWUMuGZPMHsplRuh5E+yZb6Tl70/EkYTqexKxNZoKb62UqB45mvf/3rIIRg9erV6muJRAIdHR2YOHEi6urqsGzZMvT19emOO3jwIBYvXoyamho0NzfjtttuQybjYBIywAVmOWO6/HSKSTSByscR0d6DSYgspI37KNkbxvMS5jixWn5apVTm7ZeUix97wMk2ynZigjUzKKedWuxTEJrPwsrRlooV/iM0loxh4PpLL72EH/7whzj77LN1r99yyy341a9+hc2bN2Pnzp04fPgwli5dqr6fzWaxePFipFIpPP/883j44YexceNG3H333Z7OzwVmJWGMMXcjOKlGQ1VSHc3uYeJj2TmBCFDTyhwtwSZmX6xpzRWzEOSKQf46oKYlF5Jjem4PldedivRSWfgpGqPb1hfZVAEFgEsEzZRnmqSyJC9mK4DBwUEsX74cP/rRjzBhwgT19YGBAWzYsAH/8R//gY9//OOYM2cOHnroITz//PPYs2cPAOC3v/0t/vznP+ORRx7BOeecg0WLFuErX/kKHnjgAaRSbtJj5UsvaOac8YEaTiNvxKDVsP9YH28qVBXhqTylAHxAcEJOUySEeZR9YWYaoBmWHpmOsSWtlGLL2cTx0gkEq3GoxKoUDR0GhvtYHv1w1P1yPxMvzvarw0TDdqJk5y4/jLUgkkl7h11HRwcWL16cl8zS09ODdDqte33mzJk49dRTsXv3bgDA7t27cdZZZ6GlpUXdZ+HChYjFYjhw4IDrOXOBWc4oQsGpwIbxbUWpVGWq2XJaiywQ48fyl8ZSlgWemy2BpZT8nsX87MJ4dBCYloSjEptTehBqZhIhTLi6tnuWSsOz+OFxwksa6HihREvytrY2XT2Irq4uy1M+9thj+OMf/2i6TzQaRSAQQGNjo+71lpYWRKNRdR+tsFTeV95zC/eSlzNKSwbbTBiTG1lxPACG+1y7jJUlqvZ4SS5eHG7O2Tozg7AtOUczLBXRZxJ7KIYBMuBOyzJzHKUHzRuqaYuKjHqhBw82STEEx06Y45FiC2jIxx46dEgXVmSV6nzo0CH8+7//O7Zt24ZQaGzriHINs5yxqqlo9oXWPTdROdW3HdL8aDZXpBjQ/98KK28wIcwW6tSz21drbvfS2h5tr3c08BqpIOiziKqQSCSi26wEZk9PD44ePYqPfvSj8Pl88Pl82LlzJ+6//374fD60tLQglUqhv79fd1xfX59an7e1tTXPa648N9bwtYMLzHLGSTB61QSMQtMKrZB04+W10yAFP3MaiWaVgIic613PzpMZZvbKZD+LszS2B847vJRCs5RjCXJVpjJd4I2y0+fSSy/Fvn37sHfvXnU777zzsHz5cvX/fr8f27dvV4/p7e3FwYMH0d7eDgBob2/Hvn37cPToUXWfbdu2IRKJYPbs2a7nUqZ/MQ6krL6gsKtluZvCGy7OrRWARHQO4XFadhKBCcV4EnlzlNLMmcOeaN7wGhtpO4H88+bhwfPuCC1fYQlA14G00OM9UF9fn1dzt7a2FhMnTlRfX7VqFdasWYOmpiZEIhHcfPPNaG9vx/nnnw8AWLBgAWbPno3rrrsO9913H6LRKO688050dHR4qnpWxn+1KkXKAMmB/BjM0bTXaQWgm3YTThktlAKJ92HunYLJ68o8iCsN99ALPWj64HTUTGwy+YicognyYrU445Bvf/vbEAQBy5YtQzKZxMKFC/GDH/xAfV8URWzZsgU33XQT2tvbUVtbi5UrV+LLX/6yp/PwXPJyQsoyr7CVk2UkakeaEZyQc+JQyhxBZs4XABBrWC8du7llkywESUfxX0spm8XhP/4J//Ux1heq6QN/h4Vf/yI+fPknNHu5UqmLnosOMQSEJpZ0yNHMJX//R/+KSE3htWhjw0lMuGF9Wd6r3IZZTqRicGyCZkWpfheFoN7eqDhufLXQCx+BVRmyE5ZSFkidlDXU0qZ3UkkCIQTPffVb6msn3vobHv3Uv+DPv3xambybkUo2JxWrVNFyoZh+PsXW0hxjynfm1UY2ra8UboZdY66iIazyuL+epRFmNfGLRGCCsaaVZQOFJrP/B+rNhSWlTPjHo3Kwu1Y7LU5wsmgiinQige4bVuPN7Tv1bwJ4+tY7IWWzLs5V4DwCjTbvNXiIPx2nFNVil5R1eTduwywXEja1GI1oS715cfgAyNO6Ag3MQZEeYkUodIUoZO1SKb1GBJYNRCW5G6Ps5TYKzcywt4IaHhg6dgzPfvn/Yf8Tv4To96P95s9i9icXI1hXh+i+A3h5w3/j4PMv4q/P/Q4z5l9iOFr7GRV6UxNmrhCD7DPLJti4QpDZcktc1o0zunCBWQ6khwEonmg3dkpieF4gRGQ3f+K4LACN1cJl+2VospwiKTGHVFYbmymwJai/LifEnaqoFzZZAMA7L+3FHzduQvPsD2PlUz9FuKkJRCAghGDi6R/A2Z9ait3f+08MvHNYfx15FFqZqVYO5/IBwQYAFRhrWaLA9XKEC8zxDqUaL7TbLxr1tgynMI/n9NfJBS2S8rktzp84DtQ0M4dUXoiRxAQkzTBnkZQe0fzp2skT4QuHcd2TjyI0oRGCmJu36GeacPvNN+LIn/aV/uSCUnKvwqniephcYI53lCXdSDko1OLD0GsOvjqmXQ73WR6aO1ACkjH7eMzMsOwYGomgjJzZYdrcc/GFI3+B4NPGflLdflJWQutZZxRwHoHZZqU0MykoJeGIINt3DS04OBUHF5jjHbc1I0sBITlBKYiyJuhUnEIWVlk3KZLDJdbA8tM9CSEgPvtAeUFUhJpGeAtB5/YW4Wb2GYkBQJyo1+LLeJnpGb4k54xbXH+5itAuleN9ESCgCTK3LKpb4LmlDBPEYsjD2DLEL5eUCwKpQdmm6hUbTV0MyY4aE/uqEGLmBONSsoxv/KLgApMzbhFDAOycJAUucXVN02T8hnxu1dZo9wVXjhfgGCOqLFd9tS4EpiEN0V+ryRgq1sNu8pn5grINUp4bpUy4C8GyvsE5pYULzPGO4HPQyArMbzYKS7OamMS4dDUKDvl1IcyES8ahcrla4s1pviYCyhdmGUHpIeusokIRgrnaokQwL0XHycGdPpxxTXAC6xCZJzSLdKBohaYSO6kNqhZDyBfIxnMSINzEltuZIes5CQHN2FqPu4vYx0AjE5QjEbtJfEBoQunHrWT4kpwzriEECDXlsn2oxOpSerUDWo2tmPayCb3AJHLNxlS//IKJMFRyogUfK1mWOJHvLRdlG6CnVruUCbNAhM0jL9e8UCgAkWnEvhq2lfENzBlduMAsJ0R/LqsmqY3NLFbTtHlPsRsa89iJj6VDagWs4GeeZKWvD6UABLkNgzzHbJq1s3VCCLI+40AJhSWY/TTYWLrxqpFi0xt5aiRn1PHSC8Zt6TerxmH+WqaJSUmm3RKfecojwF4T/HJaoCH3XayBO+FO2bmyafYDkXXjEXfzw0HKv/DFeKDYAhplHKvKBWa54qtlWiah+tq2utBEjaC0E5rKcaZVz2UIkW2aDlAKJN4zd8xkh2GvziqTkUmfBCQ/3GvQNkKT+JhZo5wL944XuIbJKTsI0cgeWWjmebmV58TWVAgC5lgphS0vM1w6L3Y2btBS3cxP40wSw7Kzyc8eua2SUyRcYJY1AvL6dZvlkNu2r5AffTbapRcyTq0jFI3Yq/Dysr8PCE8szxa25QD3knPKEl0RC5vl6Gi2rzD2LS8ZVrGgJoQauLAcSQgpLpaSC0zOqCNJBhlpY+dz+oISX+GGeEpZOJJS/1IJU7I9H0yEuNsCIy6QsgCXl5wRgAvMciWTsC/hpi0g7KRhunHmmJFNyoWNCyjXRgDT+pql0IaJwALp00PskRBmchBDxY+djsvl9jRpo74aVlSkjDNYPMGX5JyyIpsF0u+DaXQmdkzlC2l8BMwFkl0FISrlhA7x5Y6V0nJ8ZBExoNSiRQTxA9TKceS0NCfsx8RYPSmbACtmLJdgEwO5MColS0lpWywGWRSC0aOejAEZJdtIOb8kH5tghZSrQWhygckpK+JRjYZmgp2WZnxdCJrf5DTLBIRW8BCRNTbz1wDpQevzu8WqTa7xByD/QFgu4cWQTak5SZ9eKQSY5qlmMim7pdn1BZtyzjApbSIsNf+nWSA9wDKaOBULF5iFQiV5yadoJSE5zW6ENYxMRmO7tAgct0MnTAUmFPL2kYD4e/kpjjQLpN5njxmHhmxuMApLVYA6LfEthKUv4lwARIuUBFI2NTCTJwChmWmiSaVilE18ViZeHQKTB65zXEEltmWSTJtQ4x/BlnOpmFxX0Z+rgFPq5Uc6ZijNpo1a94BVjUeAaWF21dOdevJQzbLZ9vKNTh/Yf15CkGXq+EJASpNJ5AvLmUgZIFPifkHpIZZKaWkiUFBMFVLlL8u1tVMKPb5M4QLTDdkUE4Z2xS6o/E9mGMgYBBghzC4XiLCbvai5aLJltDZKtz18FC92qMlcOFHKhIQjFvUvjUWJ7WIuieWTfMJT9IIoUAug1rDTCLS/yMYBNLrceSTab3DGExX+U1gCskkgftReWOYZwU20JSkFJI/L1XwKvLES/fJyRtPkTKdlwv3Y8feYNpSHhSPGiFmco9egeQ+ns9V41TmNwO8/lWStMQh7oa4UGqmCW0r5vhezlSlV8NctAkq99QM3w+ipzsZlh4lHsmkgO5QLVlfHRe7R7ZeRELbETLxn9qa7+QgBtjmdxxHXEtN5FyI4z6kQUgNsdWA7D1I9hT2qWGDyJbkRSmWhNsSElNmy01jQwuiVtvtCKH25s8lcy1lCWN5zoN5cS6KUhfBQw2tO5zJFG2KUYeYGUSNklCIbTrU2fWFAaGDXkrYpHOw4HbcC2qKSkpHgBCDu1OnSI9lhIJkF/I1Auh/60Cb5/8rfrxrgYUUcAMxpkHhPE9bisMS0rP7jIqwna/DOZobZFpqot3Omh4DUSbjXxHQnc94lfZJ1QNTij9gLTCGYK2YRaGD706zcklczx1KlZHqJPhBEVpMz/h4KCqi3Qkqy6wk3y/Zs+e8n+Nj1F2ub5pQFXGAqKGXJrGIAS/2rSJR/5HEV21fyBJDyyRqkwW6nph26EERuMw2piVAR/UBoknkWj1n1dCWoXfDlVyoqVmgKfiaUPR3jA2pb2QohI1eoRzb/R8orVC6KHDIJxaoqqtdN7smG2dXVhblz56K+vh7Nzc1YsmQJent71ffffvttEEJMt82bN1uOa3XM//t//6/wK/NK4oR9wLRTGqLd87yxNI+UQg1CVx05aeQJS3VsF+PnncgGK81NDAI1rSxO01/PtKhwM9OArY6xs+HpnFS2E2Ib8TFBGZpUeNye6AeCESDUyOZd08rK2Klf+wJu3ELsz5UGKcFWpnj6Ju7cuRMdHR3Ys2cPtm3bhnQ6jQULFmBoiIWhtLW14ciRI7rtnnvuQV1dHRYtWmQ5rvGYBx98EIQQLFu2rLirc0vqJCBplqCU5t/YroSUxrZpJRhUAUnAtDdqeN1szAK+YRrzmi2qM8NsDMJslYGIbF91sCP6amRvsgGtsHT6HAP1QO1UoKaFCeBSBjkTgWUp1TTLvYJ88PzZuvHWc0rKunXrcPbZZyMSiSASiaC9vR2//vWv1fcTiQQ6OjowceJE1NXVYdmyZejr09uxDx48iMWLF6OmpgbNzc247bbbkMl4/1t6WpJv3bpV93zjxo1obm5GT08PLr74YoiiiNbWVt0+3d3duOaaa1BXZ619GI/55S9/iY997GP4wAc+4GV6hSFJOa3BSsh5WlJqJJWx4rkWo9Mm7xxmz13aMLWB43ZCSgi4d6a4IRNnQohILgK9LSi0EIgXiMCEsZRhmVPeDh6RKZUVo+z0mTZtGr7+9a/j9NNPB6UUDz/8MK6++mq88sorOOOMM3DLLbfgqaeewubNm9HQ0IDOzk4sXboUf/jDHwAA2WwWixcvRmtrK55//nkcOXIEK1asgN/vx7333utpLkXZMAcGBgAATU3mNp2enh7s3bsXDzzwgOsx+/r68NRTT+Hhhx+23S+ZTCKZzNmkYrECMzySAxo7nkYoFfKFUAPIDULTdF/N+RS7pA5q3LkA5LmYCU0hYJ4WWQiZOGsDrIMAEAF/iAkoMcg88nZZQmKotALcjmyKOdkAePoxKuO0vpIxygLzyiuv1D3/2te+hnXr1mHPnj2YNm0aNmzYgE2bNuHjH/84AOChhx7CrFmzsGfPHpx//vn47W9/iz//+c945pln0NLSgnPOOQdf+cpXcPvtt+NLX/oSAgH3oWgF//UlScLq1atx4YUX4swzzzTdZ8OGDZg1axYuuOAC1+M+/PDDqK+vx9KlS2336+rqQkNDg7q1tbV5mj8AINmfX6iBCFCFTCF41kYB55vV41x0MW/yaajEQl98dUC4lXVkLEWQdSZpIiyVOUiscpC/Ho7550JgdPOwM1YFOhzgArNkxGIx3aZVgKzIZrN47LHHMDQ0hPb2dvT09CCdTmP+/PnqPjNnzsSpp56K3bt3AwB2796Ns846Cy0tLeo+CxcuRCwWw4EDBzzNueC/fkdHB/bv34/HHnvM9P14PI5NmzZh1apVnsZ98MEHsXz5coRC9kuztWvXYmBgQN0OHTrk6TzIxHMpgKYBtUXEN5q+Z/X+aCzxCLMthiYwJ0ihgpJSJgDTQ7L3mcq1Ie3Iskyp5Pvmy3QxxBwyxTh3CkEyLsVd/h2yKXvnYDVQosD1trY2ndLT1dVlecp9+/ahrq4OwWAQ//qv/4ru7m7Mnj0b0WgUgUAAjY2Nuv1bWloQjUYBANFoVCcslfeV97xQ0JK8s7MTW7Zswa5duzBt2jTTfZ544gkMDw9jxYoVrsf93e9+h97eXjz++OOO+waDQQSDJg4Gt6TkpaGZRqi+ZrYsdqrHSDUrPKP3XDA4hNwWqTDOxSslCIVJx+UyaAXMw85RQjM5R1FajkWlEoun9NWypfxIBDqbCme7pbliPskAw0dlDX2UzAfjjtKEFR06dAiRSM7paHc/f/jDH8bevXsxMDCAJ554AitXrsTOnTuLmENheBKYlFLcfPPN6O7uxo4dOzB9+nTLfTds2ICrrroKkydPdj3+hg0bMGfOHHzkIx/xMq3CoFn7G1HnlDEKTgehQWlOOJqewzDGSCqZFKwfeDE9bjJxVtatoJM7IGVYkHzKUCEpm2Fxk2KQ2VpLLTR9YYvgfKeVgnxNieNAuGVkhHmVoHi93RAIBDBjxgwAwJw5c/DSSy/hu9/9Lj71qU8hlUqhv79fp2X29fWpzuTW1la8+OKLuvEUL7rR4eyEpzVQR0cHHnnkEWzatAn19fWIRqOIRqOIx/W2qTfeeAO7du3CZz7zGdNxZs6cie7ubt1rsVgMmzdvtjympGSScLyZiVbrc/JgA/pMHBvvdDEG80KUTBIAwh5sg1SOGhjuA4aOsMdkfwEn9kBqwFoLzSb1RX8VpDSLnR0+yrJ6Mg6pnEZMHUxO2VSalQGVnNNHKxWvMZdmW5FIkoRkMok5c+bA7/dj+/bt6nu9vb04ePAg2tvbAQDt7e3Yt28fjh49qu6zbds2RCIRzJ4929N5PWmY69atAwBccsklutcfeughXH/99erzBx98ENOmTcOCBQtMx+nt7VU97AqPPfYYKKX49Kc/7WVK3kkOaIrM2qTDqBqm24E9eNjNPOlui2YQP8s4cYUfqHWv4UPKAoljehsdlTDidlaatT9Heog5jghhNkRjBhIFy5BKCiy43o2NlhBmOzUrlGx9EHRCMznAflzEEIvvJFXSeW2UveRr167FokWLcOqpp+LkyZPYtGkTduzYgd/85jdoaGjAqlWrsGbNGjQ1NSESieDmm29Ge3s7zj//fADAggULMHv2bFx33XW47777EI1Gceedd6Kjo8OzWY9QWqg7eHwRi8XQ0NCAgYEBazU/NZQr/KtiY4ukKOCL4SInMc+GqUzFYTlIAdRNlVsoyH1kqCb4XYsQlGteelhExI/J3R9Nzl0QXr5aDucITbLWNnWIQG2Lwz4aKJVz4I2fo3E+drZN+TE0UV/IZBRx9f0v0Tne39aFSG3h8bKxoQQmfGKt67muWrUK27dvx5EjR9DQ0ICzzz4bt99+Oz7xiU8AYIHrt956Kx599FEkk0ksXLgQP/jBD3TL7b/97W+46aabsGPHDtTW1mLlypX4+te/Dp/PmxunugTm0BFYL7u0Th3FwI+RsVFpa1gS7bmQ0zbzHsGEX+0Uk/GyzFkiZdg+Ytj7jSulmTfblAI/AyUw3q5tBBFhms9uxF/vQljKBCcCPg+aQ3pI9vYbvxdmzj8zNEKzpmVMQo8qWWCOJ6qn+IaUgftMGaXmZDFffAtNU13qC/pdte0uzFIJCcA6FMb1jbnSmlYNQoClJxai5WTtlvlOkQFgOdpEYFogIXLXRVGOCsiY2/uIyPLFzeI4jXjpIZQZ9CYwfTXsRydPIHvVJSibp99YCb7SKI2XvBypIoGpiQHUZtaYhRARQaP5GDVSt39sG2GZ/4bLMcFsdWQyu8GThuLG2QTb/PX2OeIlhzAhTkh+mTNCmJc7m2TtaBUt2FcjHyMwO6CxypERLzncXhdNhLDPSwwzG24xIVzZJLsuKjuGMkM5h5QYYCmZY7RsLxm8HmYVkNXekIawHu2yV1B6b8tb3o3qQtvK25/on+u0ywLy15MOlZXSJ2Vt08OySSwipjU0yX6+iiC1mk9wglxar0T1KwuNjxT9QHhycXPJJoFhORjaaKvOZJjpJNAIBKqkOnuFUT0CU6fBGISl8pLgYzeKqoG6TVl0GbtHAFAHQevm19dNpkl60FpAZVPsfaU+pKr5BO1rRgoB+fORvdq+MDvOKcZTyrDzKbUpBb/c/VHWSgUf824nB3LmhWLwF1H5XPCz+Mr0kHN3TFO0KxWSHxEBsAQA0V/cj9RYQlCkhlmymYw61SMwtQ6V/Ddke5uFx9mUEco1L1WVclNvN2QHR7/+Ne1SXsqaL3+FoFwL02JukiJIBUDUCNBsinnftZ+XlGJaciaUG5NYdKH0iq+u+Bx5IuTahRjNHvk7O7ytOO4EjbMPQGoQCJepwATKWugVQ/UITGi7LRqWyJBv2BHLEXbpbR1p246UzheWWtIngeAk2esuN1wTfLIjKWQ+P1MPs2wT9NXKjdYsrjubYOdU7K3FLsmJXDC4VIghACIAq++Fy7+XroSf/P9iq79zxoQqEpjavG1lqaRB8qJdForJDaZtO1Eq7ZJS8yBqN9XCkzEW7O6vcbdvxizUhzIhqraHsCE9mAtKJyKAAuto+mqAYGNhx1qRGYa11lvg30nVOJFL/Sw3uNOnCtAJSKNgHItQVENmkNZzX/TQFmEftqFDCi6ziJInLYSlBiuzgBbFJkpkTdYp3TAQYZpfepAdS0R3dtRCUKpZlXr9qQiMVD8Qai5DAcLDiqoAzR/J1DNd6HJQyGkMng4T9VqtwS9QENrrEk3seG6XvJk04LPxNCdOlDiPWv7wxCCzlUoWy1VFqBKh9NqkGaVuR2EUjFRi1zoaVeY5JaF6qqH6Hb6UhSY8eXIUGRAEJjiVuM9CfniVcnHG+RdzE2ZsvMOZeGmFJfHlwqwIYemcPhNzgBhiJdVGNYtmFDShvLqcZUCJ6mGWI9WjYSo1Fy2Xv2apkC7VvkK+AFI2lwkD6B1OZumRVucxs8eC5GebSFm41qLtnF8pl+mJ6lTM5qchUK+/LkKY9hiI5EwIgn9kltxO+MKFV2Y3YvUdKccK7lVswyzDv1aBKK0oSpU6TwHVgVToAIoQo0rapmwbIlpB6jBfM2Fppom5ST9UsAv89rpM9dWaO6AAORbTwrlEhFyw+1gIS0BuG+zl70uAwASTl23GKEunTwm2MqV6NMzUEFSNUY2J8wox/W9BaGPyjIRbmG0rNcgEFCHyjSXK9j3KgsiVQHNFE/OFmGZpFFBSxtouaIZdf3GvKGmamWFD4Hrt+BcWgo/FiRrLyVkRaAD8YfbdUH6gbIVl2PrHhDMuqQ6BSam8zFS0NqXGoyF/3JQR+jm0XKoK7L1sEmrdSwp5aUhYGqFSfAPQ/98MSr3ZHAWHzo3Ej1xvHgeTRWhSTjv015VWEI8WYoBVIMom2N9ESpvnvQciuVAspTixlDb/Gyt1TQMNIzv3kaKKl+TVITDVMBuz0CLCnC95Gt8o/FHNvjjBCXIM41D+e6By8Y1JztqZUjk9PQTXtksS0Pf+SQ/JNkvj8dqUUBOhKYRYw7VytM+ZQQj7YVKrRGVZCqcS1qQUEdHuH2xibSzMTBi+mvIVlgB4WFFVYKMJSWb9fSzKs400qRgcK6on3wdqbHqRUMpuVqcKQEbCmt45STOhbRa/arh5fLVAsJyFgQsEERActGVBZIU8sgm5WhHNZU0JVXTbVRhV9JdzKK2Wl2UzRr+CbtpP0CyrviRaLJ3zyqW58Pb7NC0WpLSFhqt8JlaCE1VQC9IDRs20UqjiJXmFrJkccOvgoTTn/S712KXGLovGVNjZIIZYyTGF5IBhB2rYAL1mqfm84se9nZtTfvA4TI6K4x9T1qYUjdQpvs5TQYkSCF+lcG3+hPLP4auRl4gB/XWowdR287EyWWTZ8XzZyalAquNbTQjsq85ocCyAQTRjKi/ZKOpEyFUZtz+x89y0FFok17g8zybZNYvB3DU5BZs7kUnwArmVTBUvyatDYAJM45Fclm9zVTXIxOFhiYU3OW8ft0JKtBaYhADEJ4f+WM1NPpc2i4WIzLMryvGdGTcB6mPkGONwxojqsGECJhqeSeqBNqfZeUD50Y2Qsyi3ZtzHLaEJ5nOklAWxi8rvoNmYFgHzNMtqV0oZwF9kTUkvrTE4nDKiejRMMahpf2CyrFZ9GQVoTKrN0DCusqwVQnA2B7gQwIIc7GwWgymlWYymaTEHraPGDspiL4tpoEZ83H5Z6fAleRXgq2ExjnndImH+vCCo7oH9XxaUgt++qIUdxMcCyq2W4VIWiL8H8wB1uzqgJmQGiyg4QVh2D6ey4QKzChAElKxvjCOaFEwit8YQQw4Fde00S5+9kyfjIptHCLKsE1dC2615QBNW5KuVC/lWj5WnauECs0oQAoBUysK3Fqjl2DTCQwzLLSLsWh5YCCoxzJbaqVguHU9p0gW4i7skhAnNUpUrE0PMSVTGX34OxyvVJTBH6+Y2C8sRRSA8UV46WzljzMYSzTs9xuPMlhma6C4EiEqscpBrgWknwOX+OVxYVik8l7w68NeWpu+1G4hG4PjkmETBz/KLk/1sea4rDGwioIiPCUyrpXw2AcRPwFXHSyKykCFfrYdMIPmLLQZzFdzFMaxPyRkf8CV5lSAG2GNB3Rk9xEkae/woRXIpZcLSWG5NEZxiKLfMFkNMYCaOmp0g91/J5Q+AkuMdaGDnSA9aCFmzz0XU54hLEivInB7K2Wn9tUzz5DZMTgVTXQITAOAHiIsqPjqh6lG4GndP9TPvcWbYvjZlNgH4JwM+OWwoL6cbKCh9Ugwz+y3ArslfBwhhIBG1mbQGbT8kSQLiR6GzxdKsHIFwkhU/5kKzsiGKA7WI48uU6hOYahaMBab2QC9CymRfKcW2tIulcOIY1BqL2QLDkFRk4eivz9eorVrxmqFtqJY4BmvHFWXv17QUMFdO+VC9NszyFfWFQCkgKU4PTeUUpWCFtgNkQfnUNvtn4h7qU0rMzkiThjE9pE4GJwE1U1gQupn5oRAtUHIRlkSz5dkJkTNu6erqwty5c1FfX4/m5mYsWbIEvb29un0SiQQ6OjowceJE1NXVYdmyZejr69Ptc/DgQSxevBg1NTVobm7GbbfdhoyrFOAc1SUwJbnZGJX0GpaxDiYxex36fRTUSu0Owiwz5LyPbnwvueVGsvIQJf4ld6Mhe9mPU54o362CN2+n27lzJzo6OrBnzx5s27YN6XQaCxYswNBQ7nt2yy234Fe/+hU2b96MnTt34vDhw1i6dKn6fjabxeLFi5FKpfD888/j4YcfxsaNG3H33Xd7u3RKx6qgY2mJxWJoaGjAwMAAIhGL1L5sEogfY/8nAlThqAg9T84gJf1Rcv8FcPVRaz2QxpYZHv5UvhrW7kKLlAYySTaUWAMkYxqN2wIhDBCJZRNRCa4C/31y2BFn1HD1/S/ROd5/+b8QqbPo9ulmnMFhTDjvMwXP9dixY2hubsbOnTtx8cUXY2BgAJMnT8amTZvwD//wDwCAv/zlL5g1axZ2796N888/H7/+9a9xxRVX4PDhw2hpYSaj9evX4/bbb8exY8cQCARcnbu6NExtjrOy/DYuw92iNFazayNbNLKmKYZz/3eLdlksZYChKPuxSMeYgyYetbflAgBkE0Y2wbKE3GZJibz4BseZWCym25JJd51NBwaYM7SpifWf6unpQTqdxvz589V9Zs6ciVNPPRW7d+8GAOzevRtnnXWWKiwBYOHChYjFYjhw4IDrOVeXwCQidOl8bnt/myH45dYDGbCP0YUwcxTIFvFtYhConcI87b56d/NT201k8r3aCjQNNnej78/MxODC7KDAqxVVOMZKX4VsQFtbGxoaGtStq6vL8cySJGH16tW48MILceaZZwIAotEoAoEAGhsbdfu2tLQgGo2q+2iFpfK+8p5bqtRLLmtfjrZKG2gagKzGCwJA5eIajgHkZs4kq3ko8ZlymJEYYBtNO7fOVWI/daFJZgJPYsV+xRo2ppQBMidtBnZRAzPxvnwqylrPcgFaWZQocP3QoUO6JXkw6NynvqOjA/v378fvf//7ws9fBNUhMJXe3JkEmEaI0kQ2ZDO52pNK4V74cgJRSsNUSOU1W7MSQvKYxnJpwUZguM98bIDFXCpCVlKWOTZN4FIxIFzDNOa4WaC8R7TZVMkEkATgbwACvEFaZSCguMUpOzYSiXiyYXZ2dmLLli3YtWsXpk2bpr7e2tqKVCqF/v5+nZbZ19eH1tZWdZ8XX3xRN57iRVf2cT/zSkZKA/E+VisyKzs4VNnkcSlOqX6DZF7FXfUGuvh4fTWaCRmbjRGWK543vgiEm80rGAkBk6IYTtdJmU1TtVU6UYAJIz0AJO00Vw7HHEopOjs70d3djWeffRbTp0/XvT9nzhz4/X5s375dfa23txcHDx5Ee3s7AKC9vR379u3D0aM5hWDbtm2IRCKYPXu267lUtoZJJVZF3LYRWSFtFjS2T0qtc6uJaL9EJyKLk/TXMS0vm8jNRwyz5XeqX+4JROSWrXI7XMHHvODG65NSLJ0yODGXCur2mpL9HvYvgMxJpmWWcaYHByVbkrulo6MDmzZtwi9/+UvU19erNseGhgaEw2E0NDRg1apVWLNmDZqamhCJRHDzzTejvb0d559/PgBgwYIFmD17Nq677jrcd999iEajuPPOO9HR0eHKFKBQ2QIzM+wgLD1ian+kLF3QLBCcEID4zb3RqiYop5mFmjRDUiD5PvNoa06D9CCQHmZaJxGsiwYrPxQ1Lc6ZTTpGoVZoaggIunRcccYpRQpMjwrKunXrAACXXHKJ7vWHHnoI119/PQDg29/+NgRBwLJly5BMJrFw4UL84Ac/UPcVRRFbtmzBTTfdhPb2dtTW1mLlypX48pe/7Gkunn7qnSLu3377bRBCTLfNmzfbjv3qq6/iqquuQkNDA2prazF37lwcPHjQ08XkkRmBykRWvXTMMBbhAJiGGJrMqhZZaaaZQY3t0YjEzAtpp6LBSruJcSacSlWPk1M1UEpNN0VYAkAoFMIDDzyAEydOYGhoCD//+c/zbJOnnXYann76aQwPD+PYsWP45je/CZ/Pm87oSWA6Rdy3tbXhyJEjuu2ee+5BXV0dFi1aZDnum2++iYsuuggzZ87Ejh078D//8z+46667EAoV6131UF2oqPh9My1PjvE0pkMqZdbs5uKUKUOz7gRPJu4xJpLkinQ47cepYkoTVlSOeBKvW7du1T3fuHEjmpub0dPTg4svvhiiKOZJ9e7ublxzzTWoq7PuU/1//+//xeWXX4777rtPfe2DH/ygl6mZQ/wA3BbaIO4yfahi8zTrvCgfbyYo3UIz5mPn7edm+SyngHqpgUlpYWZdtxTcT50zbqjiakVFzdwYcW+kp6cHe/fuxapVqyzHkCQJTz31FD70oQ9h4cKFaG5uxrx58/CLX/zC9tzJZDIvUyAPv00YS6EapZlA1b6WTdkLS7OOj/rBXM7DxZ+OyMIpUO8iG0lJ9bTzkpdAOwg2FHc8hzOGFCwwzSLujWzYsAGzZs3CBRdcYDnO0aNHMTg4iK9//eu47LLL8Nvf/haf/OQnsXTpUuzcudPyuK6uLl2WQFtbW/5OYoCVNnNDUV4/kWXgiCHYaofE57zkJSJc/VncaGo0ywQ4EZnN1HJ5brh2MkLLKCHIq7VXAkUV3ijWYTS2FCwwlYj7xx57zPT9eDyOTZs22WqXABO8AHD11VfjlltuwTnnnIM77rgDV1xxBdavX2953Nq1azEwMKBuhw4dMt8xEGHhN1oBQ0Q5yFx9wX3hDbMsHV8NK/rrr5Pzvk0gouzdtjkHzTINz+dQ2IASd602aIZ5y9NDufOHJjPBpZ0/PC6TC9HOxRDracSpALgN0xNWEfdannjiCQwPD2PFihW2Y02aNAk+ny8veHTWrFm26U/BYNB9/JSvhm2q3Y8Aw4b8Ube/eoqNUkEQcgKOECacszXMZihl2NJZjZ+0+H3KJlkcprZ3DxE1Zeg0UALmZLKwo+onyx5SA2BtJkJM6w5PkuM1++UluEd7K5HjRIMRlgZp1z5YCZ/iVdg5FYAngUkpxc0334zu7m7s2LEjL+Jey4YNG3DVVVdh8uTJtmMGAgHMnTs3ryDoa6+9htNOO83L9JzRCiw1qNztr53sCdFqV4LICmJohRohLHdayZ9WqyFZnCcTZ2FCeaeT50b87HhFSFGqic/UZghpMTlX6gQgtLDuldkU0zyLIRCRl/qTWGxoKgZdtIAQAAIT2Pk4lUUVO308CUyniHuFN954A7t27cLTTz9tOs7MmTPR1dWFT37ykwCA2267DZ/61Kdw8cUX42Mf+xi2bt2KX/3qV9ixY0eBl+UCfw2QtNGMdNDcIwFAAsyh5As7aI0nNfGUcqMwf13uGKUpmt15CWFCWUGp56nDpdBPHgdqmoGEiYD2QnCi3hbpr2EbYB3Ez6kYlNjqYo4vVzx9s9etW4eBgQFccsklmDJliro9/vjjuv0efPBBTJs2DQsWLDAdp7e3V/WwA8AnP/lJrF+/Hvfddx/OOuss/Nd//Rd+9rOf4aKLLirgklziq5GLWjjZLk2WvaIsMK2EZWaYaXC64HMJSJ/UpzJmE3DMrskm9OmVxcSL0gyQijuf0wpfLRBuzTVpM4MLyyqgem2Y1VNxPZtiS0dQFtrjr2GFMxLHc2FAVuXVjPhq2BipwZz9TgzJTp8AMHzEfrL+erakTZ3Upz9aEZqcC3ZPnHAu7TYShCY5B9wr1ZmIj3vDR5nRrLje/z+bEakvouL6yWE0nv2PIzrXkaKyc8kBJhTj7wHQaGnZOCtqEWxiS9Rski2NVU3O4Tckm8nPxskm2Oaz8JJrSQ+Zd3K0QrtfIALER0lgEoHZTf319ppjakgW/JrPTQzmeqBzKgu3lbjsji9TKnv9pPbQtqgYlDzBNE8xyMqlhSa5iG8kNnnecJm/LvfGsQpBMhI/kWs5Ificw45KQWgSUNPKAs2thCWl7McoPYC8H5lskr3HO0hWINW7JK9sgZmRl+B2pGRbKiFsyRmaZJ9/XbL+PYQtW10JvywT/IrpINgI+CMYuS+ewLRtu3AhSmVzhp3jTJK95xxOZVDZ6yU3+dN5xTEIW6pnhnOxlAATbP5aYNipIrkLISYEckuaQCOT6VmrYhqa8RLvMxMCwOaSTQJSwnxf15j9oGQ1oU6ELa21aaaUMluqrbBUhkowswi3aVYOo1wPczxR2QLTbS1MYygMIXIIkFkuul3AuMsvgpRhGhwR5bChCUBcMgg/k/Fohs1VSrB6mXl4qZrh1tdHmb0XlDm1APZjYmeWMJIdBoRxVmaOUzhVHIdZvjN3g9vlsxtNScGuoZfrX16JaYta1CB6BztP+qSFsFQHcnH+AkgNsJCk1EDOjOEKCqRHoC4phzMGVLbAtKtWBEDtnZM8nr80txzTSlMi3mIkpaT+nK4ELXVZgNdFD59CSL/vXKuzlOfjjFO406cy8dcCMNMyTXpspwbdjSn6zRuTAfD8RchqNFu/db1QPYW2kdA2VysC1/YnzbnKeAnGMYFXK6pgwkouOzU8GsgOuwuBkTLMNqo4QsQQ24hY3A+nLwzHATxVT9dSCg2viItz1PQ5nPKgsp0+AHPmCD7rHuFaEsdZPKZp3x6JBbcby6oRX06TTdnZFk0wFhMOT5Zzxc3SMeV8bTdZPorvRwwyT3op8KQVaAuU+N3Hm3LKgyp2+lS+wARYGI8bGyXNMNuiUZOzizmkGU0sp1ySzU3pNTGUnwUj+IDaKcxJkhmUW/j6WHaP4JNrdvrsq6Krp/Ux00HihLvamV6w6p5pvG4xzGJGy3gJxjGjWDtk+X4fqkNg+j30tMmYCMxswp0nnWbBbKYOtkLiY4IEYAKWSvpfbX+YbXnHEXZc4j3rCCJVZskhSKVqM2wssJwnNIlc0CTA3hMCPPayUuFxmBWO4PfQCMxE0HlqDZuVy58FctkymTjTComoKWackZf4miW2GJK1SZv0TElO87T8zpHce2Z1Nl1B2ByIAEgUoPKPhZnQVP8vMrtuGd8MHI4TlS8wpTRLz3Nb4ces545XLS0zBIRCAATmVTc6PayKBmcTQDwpVycyEZqSJAeRK0LJoXCwlGI/FF6CzAHWwsIXylUnir+nP5faHVMRoALLjuLCskoQUJy/mNswxyfZpMfK4sS82pDX/HFqUewjPSjnVtvZNylzHoWb89/K05BdCCgxzOyhXpASQEoWskqLiVQMoOncMpyCaaC+WuaMKlmOPWfcU8VL8vIV9U5Q6pARY4JVkzK/x+pAZsIjOeBCWMpIaXMnVSEeb8HHWkV4QvMZSCkmwKlxPpRpov46Liw5VUPlaphS0lrT0yFrlf46a9uhEGT2RbfLemMFIinj3umkkEkAfpEt37MJAFS+Hi/54kQOq5I1wNSAieAzOcaIlUkiGweSYLnwnOqhijXMChaYLuswhibmx0MaUSoYpWNyaqCNligE8r3shZQ4S8dY3rjpuVwKTW0apy8I+Jo1DdDMxi3gi5yNA1I9LxRcVVSvDbN8Z+6IBy3M1W5ymTNtQzLd8XJsWmBC/i9owUV0HWyddhA/EDBJt0wcV3bwPqYVroomczjlT+WqBb4Q4BQ6SQT7EJ6M3HYChNkxBb/ccdEobDTPk8eBmhbNGHFDoLmLoPZSYLb0zsQ157aag/K6B22zVLGenPKAL8krECXm0S6G0h8x/+NlknLYj0aoZIbAFHIH4UCzTKMUfKyEW6mzbLyQieu9/qom6EZge7CV8uV4FVK+Qq8YKnhJDlbN3CqP2V9v3h5CSjMt0VSouNSk0sNssxSWdqllJfwiZl2WrCsWN43fOJwC2bVrF6688kpMnToVhBD84he/0L1PKcXdd9+NKVOmIBwOY/78+Xj99dd1+5w4cQLLly9HJBJBY2MjVq1ahcFBj+F2qHSBSQgQamIxjYqA9EdYb+2ARruUJLYBLPtGVwqtkLJolLXQdZ6gyVZCjKmJvjC8XQdhRT/s5hVoKOtiCpwCGOXybkNDQ/jIRz6CBx54wPT9++67D/fffz/Wr1+PF154AbW1tVi4cCESiVxUy/Lly3HgwAFs27YNW7Zswa5du3DjjTd6vvTqWEsJfiBgYqtMnZQ90VqcHC0u/ti+sIswogJshV4xate+MJB0aUMVAnJcqsC84KkBfVgV8QGBeq5dViWjW3xj0aJFWLRokel7lFJ85zvfwZ133omrr74aAPDjH/8YLS0t+MUvfoFrr70Wr776KrZu3YqXXnoJ5513HgDge9/7Hi6//HJ885vfxNSpU13PpXpVg/gJj8LSwz5qCwczDdWorZppsCUQor5a8/a4QavixwZETaM2QWSaek0LixIIT2YbF5bVSYk0zFgsptuSSe+JGW+99Rai0Sjmz5+vvtbQ0IB58+Zh9+7dAIDdu3ejsbFRFZYAMH/+fAiCgBdeeMHT+apTYGZTJg3HSoiUgnX8pB0awelYLNhGqIph1k/cDF9QXmY74DMp+ktEJkgFf1l7Ojnjg7a2NjQ0NKhbV1eX5zGi0SgAoKWlRfd6S0uL+l40GkVzsz7V2OfzoampSd3HLdWxJDeSHDB5sVShPqUYh+bCmXTjWggp4mPCTPAxW62ZZgnkinc4ee794zAQPXWS5eIrjjcxxGJera6VM4KUJnD90KFDiEQi6qvBoEMCyThgnN0Vo4RdAd4xx8rGaKPRCX7n9ERJAhLHHK5dYM4ws+iBsSKbBRJHkRehkE0A8SNAcBLTmjmjR4niMCORiE5gFkJraysAoK+vD1OmTFFf7+vrwznnnKPuc/ToUd1xmUwGJ06cUI93S5X+PJv9sUuxxByj7ohuvNSZQecfCl8NK0U3npbbyeOwDedKvpeLcOBUHdOnT0drayu2b9+uvhaLxfDCCy+gvb0dANDe3o7+/n709PSo+zz77LOQJAnz5s3zdL7q1DDF4NgGlDviUWC5aTLmpj1uZtja9jkWZLMuioWARSQErNofc0rP6HrJBwcH8cYbb6jP33rrLezduxdNTU049dRTsXr1anz1q1/F6aefjunTp+Ouu+7C1KlTsWTJEgDArFmzcNlll+GGG27A+vXrkU6n0dnZiWuvvdaThxyoVoEZaADihQrMcaR9AQAIix3117F0UEvcaGHjTFNz+6PGBeboMsqpkS+//DI+9rGPqc/XrFkDAFi5ciU2btyIz3/+8xgaGsKNN96I/v5+XHTRRdi6dStCodz98JOf/ASdnZ249NJLIQgCli1bhvvvv9/71CnN62ZVlsRiMTQ0NGBgYMCdXSQdt+jyKH8cQoClOBLIRXiHYC0sS/kRFiOQRRbuY+YIGXrX3RC1pxRx/hJCKavy5Kb4MRGBGm+2qErD8/e/iHP0v/UHROpNCru4HefkIBqnXziicx0pqlPDBFiTMSHAhKa2wZmvVvYSG7JkMgmYa2BehaVd4Hix2msWiB9ltkilhqbgl/sEBZ1bVQhj7DyhlJkOMkMua5nKmLUV4Ywgo7skH09Ur8AEAFEEwsZybRYEm5iDoWCInJ5ZK/cYKqDdhCskvVaWzQLxBCC4CDIPjuGvPaWsTmdepXkXmUn+cWR3rQqKXJKXscCsUi95AfgCJgHfLrXLQCNbMgbkGMlgA1g73hHKITdDigOijXMoMGFsNbX0SXe944346tgPH4czCnCB6YVQIxCcAM8CTvDpQ38IGRsnRTYBhKcwLVcJdid+1sJiLAPVKWXVnSwx+1EhgL9xfHn1qwazojFet/KkupfkheAL53Ko04OavHGP+GvBqhqZtK8ggVwvcE842UYlpuH66zQ2WYnFZybiAARmohht4UnleTjhq5V/aITxFStabfACwpyCcOoFBAAg1ktdf51c5DjOnBxEYMKYiICUZUWMXS9TXVZZymSA5FGL/STmNAq3jm7KoesbiIB3qBwPVG9PHy4wi0HwO3uf/XX2AoEI5oHngsgqA0kpWRuUPd4QgdQJw84eKqhnXNTpTMWY+SFvCMq0UUrzzQx2SBmmjVOJXYOxkpLSKsTpx8E2zpTDGXm4wCyW0AQg/p552qEY0ndu9AohTIs1arJkktxz3UPojTIfN8Hg2TiAxtxzSlkWUDqm798jBFgSgGihQUsSS23UCsJsgjl4/PV6O66/zr6PvODn4UPjBb4k5xQMEVlF92xcdlxI7DVfLRN0I/Hl8AUAXwvT3KQMq0DkJm4x0AjE3ZSzMmisabNCy2Dab+IYALleplFwGoWlcUytdu0Ls2sws+kKPjZ+Gd9olQWPw+QUAyHMFjnaVX4EH9tSbr6Agge7pGY8KWMuLHVkWQxlaFJOaGZTzkvsVExvjvDX5bKqpIysYYdH7oeHw/GIJ+trV1cX5s6di/r6ejQ3N2PJkiXo7e1V33/77bdBCDHdNm/ebDnu9ddfn7f/ZZddVvhVVRtubHvKPlZN4bRo93FstaFA5RbEMo5CVj4ma4gGEESWmRRqYiFcvhAXluOO6g0r8iQwd+7ciY6ODuzZswfbtm1DOp3GggULMDTEbqq2tjYcOXJEt91zzz2oq6uz7MmhcNlll+mOe/TRRwu/qmrDrDq6Eb+c+xtwEbcY0GT8SF7spBLTDAH3vcppFsikgMRxZgtODTKbKWfcwkyY5oqRu22sr6BwPC3Jt27dqnu+ceNGNDc3o6enBxdffDFEUcwryNnd3Y1rrrkGdXX2yfrBYNBzMU+OjOCTUzeN3nOZ4ATZww62LA83M+GUF/uoxGEaPNhekNKyB10E4BQSRQ1dOsHsoukYE+xuytZxOKNIUQFRAwMsaLupqcn0/Z6eHuzduxerVq1yHGvHjh1obm7Ghz/8Ydx00004fvy47f7JZDKviVJV4wsD4RamSQo+lsnjq2XC0WhbFXxAbSuzOfpq2RaaxF4zBq27bnSmqA3yVyrgNi9dEdrapRpljqz0eK5ZWs1U75K8YKePJElYvXo1LrzwQpx55pmm+2zYsAGzZs3CBRdcYDvWZZddhqVLl2L69Ol488038YUvfAGLFi3C7t27IVrkCXd1deGee+4pdPqVieCTl9wu0wXFgHVIkDpmwF2lIwWlXYTgk8OYrJrN2bUslgtupN5nVaU444sqDisquB7mTTfdhF//+tf4/e9/j2nTpuW9H4/HMWXKFNx111249dZbPY3917/+FR/84AfxzDPP4NJLLzXdJ5lM6tpyxmIxtLW1lWWNvXEPlViMpKXwk28AX11+xaNEP5A15okrFYic+rxTINTKi2u4YDTrYQ4c2otIpPD44ljsJBrazinLe7WgJXlnZye2bNmC5557zlRYAsATTzyB4eFhrFixwvP4H/jABzBp0iRdWXojwWBQbaJUimZKHBuIAIQmAsHJyP/KKMKyxrw8XKiRpVoGGliwenAiUDslfz/zE9sIac7YwZfkrqCU4uabb0Z3dzd27NiB6dOnW+67YcMGXHXVVZg8ebLnSb3zzjs4fvy4rgscZxzgCwC+KSxVMz0IgDJbacChLa8gAIJXB4688Cnfe6tyIYJ3Z6Dx+DLF08w7OjrwyCOPYNOmTaivr0c0GkU0GkXc0B/njTfewK5du/CZz3zGdJyZM2eiu7sbAGtwdNttt2HPnj14++23sX37dlx99dWYMWMGFi5cWOBlcUYUX4h508OTWWpoIdWNxBBcScPx1h+dg2rWMD0JzHXr1mFgYACXXHIJpkyZom6PP/64br8HH3wQ06ZNw4IFC0zH6e3tVT3soijif/7nf3DVVVfhQx/6EFatWoU5c+bgd7/7XVk0ducUSKARuRRMoxldeW5T6YnDGQOqtwkaZ+xJDgGZfvmJJqRIIdjkIaypuhlVp8+7B4p3+pxyRlneq3y9wxk7grXMA548Ab2WKeTSIjnjEF58g8MZG3whQJzCMoRolmUICf6yjtXjVC5cYHLGHkKcA+g544cqDlznApPD4Xikepfk5RsQxeFwOKMM1zA5HI43+JKcw+Fw3MKX5BwOh8NxgGuYHA7HG1WcS84FJofD8Uj1Lsm5wORwON6oYqdP+erGHA6HM8pUjIap1BCp+t4+nKpE+d6PRi2dWGwQxSyr2fHlScUIzJMnWR/stra2MZ4JhzN2nDx5Eg0NLns6eSQQCKC1tRVtp59d9Fitra0IBMovHbZiyrtJkoTDhw+jvr4epIxtJKOJ0gfp0KFDZVdmq5wZic+dUoqTJ09i6tSpEISRs7QlEgmkUqmixwkEAgiFyq8aVcVomIIgWPYX4tjDeyKNDaX+3EdKs9QSCoXKUtCVCu704XA4HJdwgcnhcDgu4QKzigkGg/jiF7/IeyeNMvxzL18qxunD4XA4Iw3XMDkcDsclXGByOByOS7jA5HA4HJdwgcnhcDgu4QKzgnnttddw9dVXY9KkSYhEIrjooovw3HPPqe//6U9/wqc//Wm0tbUhHA5j1qxZ+O53v+tq7Keeegrz5s1DOBzGhAkTsGTJkhG6ivJkJD97AEgmkzjnnHNACMHevXtH4Ao4ZlRMpg8nnyuuuAKnn346nn32WYTDYXznO9/BFVdcgTfffBOtra3o6elBc3MzHnnkEbS1teH555/HjTfeCFEU0dnZaTnuz372M9xwww2499578fGPfxyZTAb79+8fxSsb/4zUZ6/w+c9/HlOnTsWf/vSnUbgajgrlVCTHjh2jAOiuXbvU12KxGAVAt23bZnncv/3bv9GPfexjlu+n02l6yimn0P/6r/8q6XwriZH67BWefvppOnPmTHrgwAEKgL7yyiulmDbHBXxJXqFMnDgRH/7wh/HjH/8YQ0NDyGQy+OEPf4jm5mbMmTPH8riBgQE0NTVZvv/HP/4R7777LgRBwLnnnospU6Zg0aJFXMPUMFKfPQD09fXhhhtuwH//93+jpqam1FPnODHWEpszchw6dIjOmTOHEkKoKIp0ypQp9I9//KPl/n/4wx+oz+ejv/nNbyz3efTRRykAeuqpp9InnniCvvzyy/TTn/40nThxIj1+/PhIXEZZMhKfvSRJ9LLLLqNf+cpXKKWUvvXWW1zDHGW4wCwzbr/9dgrAdnv11VepJEn0qquuoosWLaK///3vaU9PD73pppvoKaecQg8fPpw37r59++ikSZPUm9GKn/zkJxQA/eEPf6i+lkgk6KRJk+j69etLfr3jibH+7L/73e/SCy+8kGYyGUopF5hjAReYZcbRo0fpq6++arslk0n6zDPPUEEQ6MDAgO74GTNm0K6uLt1rBw4coM3NzfQLX/iC4/mfffZZCoD+7ne/073+93//966OL2fG+rO/+uqrqSAIVBRFdQNARVGkK1asKOm1cszhXvIyY/LkyZg8ebLjfsPDwwCQV0xWEARIkqQ+P3DgAD7+8Y9j5cqV+NrXvuY47pw5cxAMBtHb24uLLroIAJBOp/H222/jtNNO83IpZcdYf/b3338/vvrVr6rPDx8+jIULF+Lxxx/HvHnz3F4GpxjGWmJzRoZjx47RiRMn0qVLl9K9e/fS3t5e+rnPfY76/X66d+9eSilbCk6ePJn+0z/9Ez1y5Ii6HT16VB3nhRdeoB/+8IfpO++8o7727//+7/SUU06hv/nNb+hf/vIXumrVKtrc3ExPnDgx6tc5HhnJz14LX5KPPlxgVjAvvfQSXbBgAW1qaqL19fX0/PPPp08//bT6/he/+EVTO9xpp52m7vPcc89RAPStt95SX0ulUvTWW2+lzc3NtL6+ns6fP5/u379/FK9s/DNSn70WLjBHH17ejcPhcFzC4zA5HA7HJVxgcjgcjku4wORwOByXcIHJ4XA4LuECk8PhcFzCBSaHw+G4hAtMDofDcQkXmBwOh+MSLjA5HA7HJVxgcjgcjku4wORwOByXcIHJ4XA4Lvn/rHuC8kdST64AAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -3037,7 +3075,7 @@ ], "source": [ "# look at Dissolved oxygen (DO), but this time without intermediate fields\n", - "df = harmonize.harmonize_generic(df, 'Dissolved oxygen (DO)')" + "df = harmonize.harmonize(df, 'Dissolved oxygen (DO)')" ] }, { @@ -3090,15 +3128,7 @@ " 9.32 milligram / liter\n", " \n", " \n", - " 10\n", - " 21FLHILL_WQX-1606\n", - " 8.08\n", - " mg/L\n", - " NaN\n", - " 8.08 milligram / liter\n", - " \n", - " \n", - " 12\n", + " 9\n", " 21FLHILL_WQX-1611\n", " 4.90\n", " mg/L\n", @@ -3106,7 +3136,7 @@ " 4.9 milligram / liter\n", " \n", " \n", - " 16\n", + " 11\n", " 21FLHILL_WQX-1606\n", " 2.56\n", " mg/L\n", @@ -3114,12 +3144,20 @@ " 2.56 milligram / liter\n", " \n", " \n", - " 19\n", + " 14\n", " 21FLPDEM_WQX-24-01\n", " 68.7\n", " %\n", " NaN\n", - " 5.676222371166 milligram / liter\n", + " 0.05676222371166 milligram / liter\n", + " \n", + " \n", + " 19\n", + " 21FLTBW_WQX-DISN\n", + " 6.36\n", + " mg/L\n", + " NaN\n", + " 6.36 milligram / liter\n", " \n", " \n", " ...\n", @@ -3130,7 +3168,7 @@ " ...\n", " \n", " \n", - " 1420574\n", + " 1443230\n", " 21FLBSG-4\n", " 4.0\n", " mg/l\n", @@ -3138,7 +3176,7 @@ " 4.0 milligram / liter\n", " \n", " \n", - " 1420575\n", + " 1443231\n", " 21FLBSG-4\n", " 7.2\n", " mg/l\n", @@ -3146,7 +3184,7 @@ " 7.2 milligram / liter\n", " \n", " \n", - " 1420576\n", + " 1443232\n", " 21FLBSG-4\n", " 7.4\n", " mg/l\n", @@ -3154,7 +3192,7 @@ " 7.4 milligram / liter\n", " \n", " \n", - " 1420577\n", + " 1443233\n", " 21FLBSG-4\n", " 7.9\n", " mg/l\n", @@ -3162,7 +3200,7 @@ " 7.9 milligram / liter\n", " \n", " \n", - " 1420578\n", + " 1443234\n", " 21FLBSG-4\n", " 8.9\n", " mg/l\n", @@ -3171,50 +3209,50 @@ " \n", " \n", "\n", - "

261663 rows × 5 columns

\n", + "

265772 rows × 5 columns

\n", "" ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", "0 21FLHILL_WQX-585 9.32 \n", - "10 21FLHILL_WQX-1606 8.08 \n", - "12 21FLHILL_WQX-1611 4.90 \n", - "16 21FLHILL_WQX-1606 2.56 \n", - "19 21FLPDEM_WQX-24-01 68.7 \n", + "9 21FLHILL_WQX-1611 4.90 \n", + "11 21FLHILL_WQX-1606 2.56 \n", + "14 21FLPDEM_WQX-24-01 68.7 \n", + "19 21FLTBW_WQX-DISN 6.36 \n", "... ... ... \n", - "1420574 21FLBSG-4 4.0 \n", - "1420575 21FLBSG-4 7.2 \n", - "1420576 21FLBSG-4 7.4 \n", - "1420577 21FLBSG-4 7.9 \n", - "1420578 21FLBSG-4 8.9 \n", + "1443230 21FLBSG-4 4.0 \n", + "1443231 21FLBSG-4 7.2 \n", + "1443232 21FLBSG-4 7.4 \n", + "1443233 21FLBSG-4 7.9 \n", + "1443234 21FLBSG-4 8.9 \n", "\n", " ResultMeasure/MeasureUnitCode QA_flag \\\n", "0 mg/L NaN \n", - "10 mg/L NaN \n", - "12 mg/L NaN \n", - "16 mg/L NaN \n", - "19 % NaN \n", + "9 mg/L NaN \n", + "11 mg/L NaN \n", + "14 % NaN \n", + "19 mg/L NaN \n", "... ... ... \n", - "1420574 mg/l NaN \n", - "1420575 mg/l NaN \n", - "1420576 mg/l NaN \n", - "1420577 mg/l NaN \n", - "1420578 mg/l NaN \n", - "\n", - " DO \n", - "0 9.32 milligram / liter \n", - "10 8.08 milligram / liter \n", - "12 4.9 milligram / liter \n", - "16 2.56 milligram / liter \n", - "19 5.676222371166 milligram / liter \n", - "... ... \n", - "1420574 4.0 milligram / liter \n", - "1420575 7.2 milligram / liter \n", - "1420576 7.4 milligram / liter \n", - "1420577 7.9 milligram / liter \n", - "1420578 8.9 milligram / liter \n", - "\n", - "[261663 rows x 5 columns]" + "1443230 mg/l NaN \n", + "1443231 mg/l NaN \n", + "1443232 mg/l NaN \n", + "1443233 mg/l NaN \n", + "1443234 mg/l NaN \n", + "\n", + " DO \n", + "0 9.32 milligram / liter \n", + "9 4.9 milligram / liter \n", + "11 2.56 milligram / liter \n", + "14 0.05676222371166 milligram / liter \n", + "19 6.36 milligram / liter \n", + "... ... \n", + "1443230 4.0 milligram / liter \n", + "1443231 7.2 milligram / liter \n", + "1443232 7.4 milligram / liter \n", + "1443233 7.9 milligram / liter \n", + "1443234 8.9 milligram / liter \n", + "\n", + "[265772 rows x 5 columns]" ] }, "execution_count": 41, @@ -3272,15 +3310,7 @@ " 9.32 milligram / liter\n", " \n", " \n", - " 10\n", - " 21FLHILL_WQX-1606\n", - " 8.08\n", - " mg/L\n", - " NaN\n", - " 8.08 milligram / liter\n", - " \n", - " \n", - " 12\n", + " 9\n", " 21FLHILL_WQX-1611\n", " 4.90\n", " mg/L\n", @@ -3288,7 +3318,7 @@ " 4.9 milligram / liter\n", " \n", " \n", - " 16\n", + " 11\n", " 21FLHILL_WQX-1606\n", " 2.56\n", " mg/L\n", @@ -3296,12 +3326,20 @@ " 2.56 milligram / liter\n", " \n", " \n", - " 19\n", + " 14\n", " 21FLPDEM_WQX-24-01\n", " 68.7\n", " %\n", " NaN\n", - " 5.676222371166 milligram / liter\n", + " 0.05676222371166 milligram / liter\n", + " \n", + " \n", + " 19\n", + " 21FLTBW_WQX-DISN\n", + " 6.36\n", + " mg/L\n", + " NaN\n", + " 6.36 milligram / liter\n", " \n", " \n", " ...\n", @@ -3312,91 +3350,91 @@ " ...\n", " \n", " \n", - " 1382709\n", - " 21FLHILL_WQX-25\n", - " 7.1\n", + " 1442021\n", + " 21FLHILL_WQX-1512\n", + " 0.71\n", " mg/L\n", " NaN\n", - " 7.1 milligram / liter\n", + " 0.71 milligram / liter\n", " \n", " \n", - " 1382711\n", - " 21FLHILL_WQX-36\n", - " 7.66\n", + " 1442026\n", + " 21FLHILL_WQX-9\n", + " 6.16\n", " mg/L\n", " NaN\n", - " 7.66 milligram / liter\n", + " 6.16 milligram / liter\n", " \n", " \n", - " 1382714\n", - " 21FLHILL_WQX-14410\n", - " 3.81\n", + " 1442027\n", + " 21FLHILL_WQX-520\n", + " 4.62\n", " mg/L\n", " NaN\n", - " 3.81 milligram / liter\n", + " 4.62 milligram / liter\n", " \n", " \n", - " 1382723\n", - " 21FLHILL_WQX-40\n", - " 6.55\n", + " 1442032\n", + " 21FLHILL_WQX-9\n", + " 6.24\n", " mg/L\n", " NaN\n", - " 6.55 milligram / liter\n", + " 6.24 milligram / liter\n", " \n", " \n", - " 1382724\n", - " 21FLHILL_WQX-13\n", - " 5.85\n", + " 1442037\n", + " 21FLHILL_WQX-14438\n", + " 5.61\n", " mg/L\n", " NaN\n", - " 5.85 milligram / liter\n", + " 5.61 milligram / liter\n", " \n", " \n", "\n", - "

164674 rows × 5 columns

\n", + "

168783 rows × 5 columns

\n", "" ], "text/plain": [ " MonitoringLocationIdentifier ResultMeasureValue \\\n", "0 21FLHILL_WQX-585 9.32 \n", - "10 21FLHILL_WQX-1606 8.08 \n", - "12 21FLHILL_WQX-1611 4.90 \n", - "16 21FLHILL_WQX-1606 2.56 \n", - "19 21FLPDEM_WQX-24-01 68.7 \n", + "9 21FLHILL_WQX-1611 4.90 \n", + "11 21FLHILL_WQX-1606 2.56 \n", + "14 21FLPDEM_WQX-24-01 68.7 \n", + "19 21FLTBW_WQX-DISN 6.36 \n", "... ... ... \n", - "1382709 21FLHILL_WQX-25 7.1 \n", - "1382711 21FLHILL_WQX-36 7.66 \n", - "1382714 21FLHILL_WQX-14410 3.81 \n", - "1382723 21FLHILL_WQX-40 6.55 \n", - "1382724 21FLHILL_WQX-13 5.85 \n", + "1442021 21FLHILL_WQX-1512 0.71 \n", + "1442026 21FLHILL_WQX-9 6.16 \n", + "1442027 21FLHILL_WQX-520 4.62 \n", + "1442032 21FLHILL_WQX-9 6.24 \n", + "1442037 21FLHILL_WQX-14438 5.61 \n", "\n", " ResultMeasure/MeasureUnitCode QA_flag \\\n", "0 mg/L NaN \n", - "10 mg/L NaN \n", - "12 mg/L NaN \n", - "16 mg/L NaN \n", - "19 % NaN \n", + "9 mg/L NaN \n", + "11 mg/L NaN \n", + "14 % NaN \n", + "19 mg/L NaN \n", "... ... ... \n", - "1382709 mg/L NaN \n", - "1382711 mg/L NaN \n", - "1382714 mg/L NaN \n", - "1382723 mg/L NaN \n", - "1382724 mg/L NaN \n", - "\n", - " DO \n", - "0 9.32 milligram / liter \n", - "10 8.08 milligram / liter \n", - "12 4.9 milligram / liter \n", - "16 2.56 milligram / liter \n", - "19 5.676222371166 milligram / liter \n", - "... ... \n", - "1382709 7.1 milligram / liter \n", - "1382711 7.66 milligram / liter \n", - "1382714 3.81 milligram / liter \n", - "1382723 6.55 milligram / liter \n", - "1382724 5.85 milligram / liter \n", - "\n", - "[164674 rows x 5 columns]" + "1442021 mg/L NaN \n", + "1442026 mg/L NaN \n", + "1442027 mg/L NaN \n", + "1442032 mg/L NaN \n", + "1442037 mg/L NaN \n", + "\n", + " DO \n", + "0 9.32 milligram / liter \n", + "9 4.9 milligram / liter \n", + "11 2.56 milligram / liter \n", + "14 0.05676222371166 milligram / liter \n", + "19 6.36 milligram / liter \n", + "... ... \n", + "1442021 0.71 milligram / liter \n", + "1442026 6.16 milligram / liter \n", + "1442027 4.62 milligram / liter \n", + "1442032 6.24 milligram / liter \n", + "1442037 5.61 milligram / liter \n", + "\n", + "[168783 rows x 5 columns]" ] }, "execution_count": 42, @@ -3484,38 +3522,38 @@ " ...\n", " \n", " \n", - " 12923\n", + " 12965\n", " NARS_WQX-NCCA10-1672\n", " 8\n", " 5.437500\n", " \n", " \n", - " 12924\n", + " 12966\n", " NARS_WQX-NCCA10-1673\n", " 20\n", " 4.115000\n", " \n", " \n", - " 12925\n", + " 12967\n", " NARS_WQX-NCCA10-1674\n", " 6\n", " 2.466667\n", " \n", " \n", - " 12926\n", + " 12968\n", " NARS_WQX-NLA06608-0161\n", " 5\n", " 6.500000\n", " \n", " \n", - " 12927\n", + " 12969\n", " NARS_WQX-NLA_FL-10127\n", " 3\n", " 9.033333\n", " \n", " \n", "\n", - "

12928 rows × 3 columns

\n", + "

12970 rows × 3 columns

\n", "" ], "text/plain": [ @@ -3526,13 +3564,13 @@ "3 21FLBRA-1541B-A 6 6.600000\n", "4 21FLBRA-1574-A 5 4.378000\n", "... ... ... ...\n", - "12923 NARS_WQX-NCCA10-1672 8 5.437500\n", - "12924 NARS_WQX-NCCA10-1673 20 4.115000\n", - "12925 NARS_WQX-NCCA10-1674 6 2.466667\n", - "12926 NARS_WQX-NLA06608-0161 5 6.500000\n", - "12927 NARS_WQX-NLA_FL-10127 3 9.033333\n", + "12965 NARS_WQX-NCCA10-1672 8 5.437500\n", + "12966 NARS_WQX-NCCA10-1673 20 4.115000\n", + "12967 NARS_WQX-NCCA10-1674 6 2.466667\n", + "12968 NARS_WQX-NLA06608-0161 5 6.500000\n", + "12969 NARS_WQX-NLA_FL-10127 3 9.033333\n", "\n", - "[12928 rows x 3 columns]" + "[12970 rows x 3 columns]" ] }, "execution_count": 43, @@ -3570,7 +3608,7 @@ }, { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -3642,23 +3680,23 @@ "output_type": "stream", "text": [ "-Usable results-\n", - "count 268444.000000\n", - "mean 7.764112\n", - "std 0.471263\n", + "count 272552.000000\n", + "mean 7.763663\n", + "std 0.470669\n", "min 0.370000\n", "25% 7.530000\n", "50% 7.890000\n", "75% 8.070000\n", "max 12.970000\n", "dtype: float64\n", - "Unusable results: 129\n", + "Unusable results: 132\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 10.591692727696339): 7\n" + "Results outside threshold (0.0 to 10.587675460371953): 7\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -3669,7 +3707,7 @@ ], "source": [ "# pH, this time looking at a report\n", - "df = harmonize.harmonize_generic(df, 'pH', report=True)" + "df = harmonize.harmonize(df, 'pH', report=True)" ] }, { @@ -3734,18 +3772,18 @@ " 7.81 dimensionless\n", " \n", " \n", - " 11\n", - " 7.96\n", + " 12\n", + " 7.92\n", " None\n", " NaN\n", - " 7.96 dimensionless\n", + " 7.92 dimensionless\n", " \n", " \n", - " 17\n", - " 7.92\n", + " 13\n", + " 7.8\n", " None\n", " NaN\n", - " 7.92 dimensionless\n", + " 7.8 dimensionless\n", " \n", " \n", " ...\n", @@ -3755,35 +3793,35 @@ " ...\n", " \n", " \n", - " 1420867\n", + " 1443523\n", " 7.9\n", " std units\n", " NaN\n", " 7.9 dimensionless\n", " \n", " \n", - " 1420868\n", + " 1443524\n", " 7.3\n", " std units\n", " NaN\n", " 7.3 dimensionless\n", " \n", " \n", - " 1420870\n", + " 1443526\n", " 7.8\n", " std units\n", " NaN\n", " 7.8 dimensionless\n", " \n", " \n", - " 1420871\n", + " 1443527\n", " 7.7\n", " std units\n", " NaN\n", " 7.7 dimensionless\n", " \n", " \n", - " 1420873\n", + " 1443529\n", " 7.6\n", " std units\n", " NaN\n", @@ -3791,7 +3829,7 @@ " \n", " \n", "\n", - "

268573 rows × 4 columns

\n", + "

272684 rows × 4 columns

\n", "" ], "text/plain": [ @@ -3799,29 +3837,29 @@ "4 7.48 None NaN \n", "5 8.18 None NaN \n", "7 7.81 None NaN \n", - "11 7.96 None NaN \n", - "17 7.92 None NaN \n", + "12 7.92 None NaN \n", + "13 7.8 None NaN \n", "... ... ... ... \n", - "1420867 7.9 std units NaN \n", - "1420868 7.3 std units NaN \n", - "1420870 7.8 std units NaN \n", - "1420871 7.7 std units NaN \n", - "1420873 7.6 std units NaN \n", + "1443523 7.9 std units NaN \n", + "1443524 7.3 std units NaN \n", + "1443526 7.8 std units NaN \n", + "1443527 7.7 std units NaN \n", + "1443529 7.6 std units NaN \n", "\n", " pH \n", "4 7.48 dimensionless \n", "5 8.18 dimensionless \n", "7 7.81 dimensionless \n", - "11 7.96 dimensionless \n", - "17 7.92 dimensionless \n", + "12 7.92 dimensionless \n", + "13 7.8 dimensionless \n", "... ... \n", - "1420867 7.9 dimensionless \n", - "1420868 7.3 dimensionless \n", - "1420870 7.8 dimensionless \n", - "1420871 7.7 dimensionless \n", - "1420873 7.6 dimensionless \n", + "1443523 7.9 dimensionless \n", + "1443524 7.3 dimensionless \n", + "1443526 7.8 dimensionless \n", + "1443527 7.7 dimensionless \n", + "1443529 7.6 dimensionless \n", "\n", - "[268573 rows x 4 columns]" + "[272684 rows x 4 columns]" ] }, "execution_count": 47, @@ -3865,23 +3903,23 @@ "output_type": "stream", "text": [ "-Usable results-\n", - "count 259646.000000\n", - "mean 21.831899\n", - "std 96.698848\n", + "count 263723.000000\n", + "mean 21.808432\n", + "std 95.959075\n", "min -0.020000\n", - "25% 18.320000\n", + "25% 18.270000\n", "50% 24.900000\n", "75% 28.700000\n", "max 48930.000000\n", "dtype: float64\n", "Unusable results: 1211\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 602.0249895588677): 4\n" + "Results outside threshold (0.0 to 597.5628816877291): 4\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -3892,7 +3930,7 @@ ], "source": [ "# Salinity\n", - "df = harmonize.harmonize_generic(df, 'Salinity', report=True, errors='ignore')" + "df = harmonize.harmonize(df, 'Salinity', report=True, errors='ignore')" ] }, { @@ -3950,14 +3988,14 @@ " 26.04 Practical_Salinity_Units\n", " \n", " \n", - " 21\n", + " 15\n", " 0.18\n", " ppth\n", " NaN\n", " 0.18 Practical_Salinity_Units\n", " \n", " \n", - " 23\n", + " 17\n", " 5.9\n", " ppth\n", " NaN\n", @@ -3971,35 +4009,35 @@ " ...\n", " \n", " \n", - " 1420559\n", - " 20.5\n", - " PSS\n", - " NaN\n", - " 20.5 Practical_Salinity_Units\n", - " \n", - " \n", - " 1420560\n", + " 1443216\n", " 21.3\n", " PSS\n", " NaN\n", " 21.3 Practical_Salinity_Units\n", " \n", " \n", - " 1420562\n", + " 1443218\n", " 20.97\n", " PSS\n", " NaN\n", " 20.97 Practical_Salinity_Units\n", " \n", " \n", - " 1420565\n", + " 1443221\n", " 19.9\n", " PSS\n", " NaN\n", " 19.9 Practical_Salinity_Units\n", " \n", " \n", - " 1420571\n", + " 1443227\n", + " 20.4\n", + " PSS\n", + " NaN\n", + " 20.4 Practical_Salinity_Units\n", + " \n", + " \n", + " 1443228\n", " 21.8\n", " PSS\n", " NaN\n", @@ -4007,7 +4045,7 @@ " \n", " \n", "\n", - "

260857 rows × 4 columns

\n", + "

264934 rows × 4 columns

\n", "" ], "text/plain": [ @@ -4015,29 +4053,29 @@ "1 40 ppth NaN \n", "6 29 PSS NaN \n", "8 26.04 PSS NaN \n", - "21 0.18 ppth NaN \n", - "23 5.9 ppth NaN \n", + "15 0.18 ppth NaN \n", + "17 5.9 ppth NaN \n", "... ... ... ... \n", - "1420559 20.5 PSS NaN \n", - "1420560 21.3 PSS NaN \n", - "1420562 20.97 PSS NaN \n", - "1420565 19.9 PSS NaN \n", - "1420571 21.8 PSS NaN \n", + "1443216 21.3 PSS NaN \n", + "1443218 20.97 PSS NaN \n", + "1443221 19.9 PSS NaN \n", + "1443227 20.4 PSS NaN \n", + "1443228 21.8 PSS NaN \n", "\n", " Salinity \n", "1 40.0 Practical_Salinity_Units \n", "6 29.0 Practical_Salinity_Units \n", "8 26.04 Practical_Salinity_Units \n", - "21 0.18 Practical_Salinity_Units \n", - "23 5.9 Practical_Salinity_Units \n", + "15 0.18 Practical_Salinity_Units \n", + "17 5.9 Practical_Salinity_Units \n", "... ... \n", - "1420559 20.5 Practical_Salinity_Units \n", - "1420560 21.3 Practical_Salinity_Units \n", - "1420562 20.97 Practical_Salinity_Units \n", - "1420565 19.9 Practical_Salinity_Units \n", - "1420571 21.8 Practical_Salinity_Units \n", + "1443216 21.3 Practical_Salinity_Units \n", + "1443218 20.97 Practical_Salinity_Units \n", + "1443221 19.9 Practical_Salinity_Units \n", + "1443227 20.4 Practical_Salinity_Units \n", + "1443228 21.8 Practical_Salinity_Units \n", "\n", - "[260857 rows x 4 columns]" + "[264934 rows x 4 columns]" ] }, "execution_count": 49, @@ -4086,7 +4124,7 @@ "dtype: float64\n", "Unusable results: 2\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 28.769965070579055): 0\n" + "Results outside threshold (0.0 to 28.769965070579048): 0\n" ] }, { @@ -4102,7 +4140,7 @@ ], "source": [ "# Nitrogen\n", - "df = harmonize.harmonize_generic(df, 'Nitrogen', report=True)" + "df = harmonize.harmonize(df, 'Nitrogen', report=True)" ] }, { @@ -4139,35 +4177,35 @@ " \n", " \n", " \n", - " 221555\n", + " 221819\n", " 0.39\n", " mg/L\n", " NaN\n", " 0.39 milligram / liter\n", " \n", " \n", - " 237688\n", + " 237914\n", " 0.4475\n", " mg/L\n", " NaN\n", " 0.4475 milligram / liter\n", " \n", " \n", - " 240481\n", + " 240682\n", " 0.425\n", " mg/L\n", " NaN\n", " 0.425 milligram / liter\n", " \n", " \n", - " 254314\n", + " 254260\n", " 0.4625\n", " mg/L\n", " NaN\n", " 0.4625 milligram / liter\n", " \n", " \n", - " 255703\n", + " 255865\n", " 0.33625\n", " mg/L\n", " NaN\n", @@ -4181,36 +4219,36 @@ " ...\n", " \n", " \n", - " 1418191\n", + " 1433683\n", " 0.084\n", " mg/l\n", " NaN\n", " 0.084 milligram / liter\n", " \n", " \n", - " 1418199\n", + " 1433691\n", " 0.166\n", " mg/l\n", " NaN\n", " 0.166 milligram / liter\n", " \n", " \n", - " 1418209\n", + " 1433701\n", " 0.091\n", " mg/l\n", " NaN\n", " 0.091 milligram / liter\n", " \n", " \n", - " 1418243\n", + " 1433735\n", " 0.057\n", " mg/l\n", " NaN\n", " 0.057 milligram / liter\n", " \n", " \n", - " 1418398\n", - " 0.03\n", + " 1433890\n", + " 0.030\n", " mg/l\n", " NaN\n", " 0.03 milligram / liter\n", @@ -4222,30 +4260,30 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "221555 0.39 mg/L NaN \n", - "237688 0.4475 mg/L NaN \n", - "240481 0.425 mg/L NaN \n", - "254314 0.4625 mg/L NaN \n", - "255703 0.33625 mg/L NaN \n", + "221819 0.39 mg/L NaN \n", + "237914 0.4475 mg/L NaN \n", + "240682 0.425 mg/L NaN \n", + "254260 0.4625 mg/L NaN \n", + "255865 0.33625 mg/L NaN \n", "... ... ... ... \n", - "1418191 0.084 mg/l NaN \n", - "1418199 0.166 mg/l NaN \n", - "1418209 0.091 mg/l NaN \n", - "1418243 0.057 mg/l NaN \n", - "1418398 0.03 mg/l NaN \n", + "1433683 0.084 mg/l NaN \n", + "1433691 0.166 mg/l NaN \n", + "1433701 0.091 mg/l NaN \n", + "1433735 0.057 mg/l NaN \n", + "1433890 0.030 mg/l NaN \n", "\n", " Nitrogen \n", - "221555 0.39 milligram / liter \n", - "237688 0.4475 milligram / liter \n", - "240481 0.425 milligram / liter \n", - "254314 0.4625 milligram / liter \n", - "255703 0.33625 milligram / liter \n", + "221819 0.39 milligram / liter \n", + "237914 0.4475 milligram / liter \n", + "240682 0.425 milligram / liter \n", + "254260 0.4625 milligram / liter \n", + "255865 0.33625 milligram / liter \n", "... ... \n", - "1418191 0.084 milligram / liter \n", - "1418199 0.166 milligram / liter \n", - "1418209 0.091 milligram / liter \n", - "1418243 0.057 milligram / liter \n", - "1418398 0.03 milligram / liter \n", + "1433683 0.084 milligram / liter \n", + "1433691 0.166 milligram / liter \n", + "1433701 0.091 milligram / liter \n", + "1433735 0.057 milligram / liter \n", + "1433890 0.03 milligram / liter \n", "\n", "[165 rows x 4 columns]" ] @@ -4312,7 +4350,7 @@ ], "source": [ "# Conductivity\n", - "df = harmonize.harmonize_generic(df, 'Conductivity', report=True)" + "df = harmonize.harmonize(df, 'Conductivity', report=True)" ] }, { @@ -4349,91 +4387,91 @@ " \n", " \n", " \n", - " 385164\n", + " 385072\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 389855\n", + " 390188\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 391293\n", + " 391236\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 393686\n", + " 393815\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 394595\n", + " 394231\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 396383\n", + " 396562\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 401065\n", + " 401373\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 417208\n", + " 417407\n", " NaN\n", " uS/cm\n", " ResultMeasureValue: missing (NaN) result\n", " NaN\n", " \n", " \n", - " 479538\n", + " 479303\n", " 626\n", " uS/cm\n", " NaN\n", " 626.0 microsiemens / centimeter\n", " \n", " \n", - " 483898\n", + " 483927\n", " 688\n", " uS/cm\n", " NaN\n", " 688.0 microsiemens / centimeter\n", " \n", " \n", - " 501282\n", + " 501480\n", " 606\n", " uS/cm\n", " NaN\n", " 606.0 microsiemens / centimeter\n", " \n", " \n", - " 502388\n", + " 502341\n", " 606\n", " uS/cm\n", " NaN\n", " 606.0 microsiemens / centimeter\n", " \n", " \n", - " 505604\n", + " 505456\n", " 633\n", " uS/cm\n", " NaN\n", @@ -4447,28 +4485,28 @@ " 775.0 microsiemens / centimeter\n", " \n", " \n", - " 577316\n", + " 577422\n", " 776\n", " uS/cm\n", " NaN\n", " 776.0 microsiemens / centimeter\n", " \n", " \n", - " 578303\n", + " 578392\n", " 776\n", " uS/cm\n", " NaN\n", " 776.0 microsiemens / centimeter\n", " \n", " \n", - " 580347\n", + " 580503\n", " 776\n", " uS/cm\n", " NaN\n", " 776.0 microsiemens / centimeter\n", " \n", " \n", - " 585909\n", + " 585778\n", " 775\n", " uS/cm\n", " NaN\n", @@ -4480,64 +4518,64 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "385164 NaN uS/cm \n", - "389855 NaN uS/cm \n", - "391293 NaN uS/cm \n", - "393686 NaN uS/cm \n", - "394595 NaN uS/cm \n", - "396383 NaN uS/cm \n", - "401065 NaN uS/cm \n", - "417208 NaN uS/cm \n", - "479538 626 uS/cm \n", - "483898 688 uS/cm \n", - "501282 606 uS/cm \n", - "502388 606 uS/cm \n", - "505604 633 uS/cm \n", + "385072 NaN uS/cm \n", + "390188 NaN uS/cm \n", + "391236 NaN uS/cm \n", + "393815 NaN uS/cm \n", + "394231 NaN uS/cm \n", + "396562 NaN uS/cm \n", + "401373 NaN uS/cm \n", + "417407 NaN uS/cm \n", + "479303 626 uS/cm \n", + "483927 688 uS/cm \n", + "501480 606 uS/cm \n", + "502341 606 uS/cm \n", + "505456 633 uS/cm \n", "574674 775 uS/cm \n", - "577316 776 uS/cm \n", - "578303 776 uS/cm \n", - "580347 776 uS/cm \n", - "585909 775 uS/cm \n", + "577422 776 uS/cm \n", + "578392 776 uS/cm \n", + "580503 776 uS/cm \n", + "585778 775 uS/cm \n", "\n", " QA_flag \\\n", - "385164 ResultMeasureValue: missing (NaN) result \n", - "389855 ResultMeasureValue: missing (NaN) result \n", - "391293 ResultMeasureValue: missing (NaN) result \n", - "393686 ResultMeasureValue: missing (NaN) result \n", - "394595 ResultMeasureValue: missing (NaN) result \n", - "396383 ResultMeasureValue: missing (NaN) result \n", - "401065 ResultMeasureValue: missing (NaN) result \n", - "417208 ResultMeasureValue: missing (NaN) result \n", - "479538 NaN \n", - "483898 NaN \n", - "501282 NaN \n", - "502388 NaN \n", - "505604 NaN \n", + "385072 ResultMeasureValue: missing (NaN) result \n", + "390188 ResultMeasureValue: missing (NaN) result \n", + "391236 ResultMeasureValue: missing (NaN) result \n", + "393815 ResultMeasureValue: missing (NaN) result \n", + "394231 ResultMeasureValue: missing (NaN) result \n", + "396562 ResultMeasureValue: missing (NaN) result \n", + "401373 ResultMeasureValue: missing (NaN) result \n", + "417407 ResultMeasureValue: missing (NaN) result \n", + "479303 NaN \n", + "483927 NaN \n", + "501480 NaN \n", + "502341 NaN \n", + "505456 NaN \n", "574674 NaN \n", - "577316 NaN \n", - "578303 NaN \n", - "580347 NaN \n", - "585909 NaN \n", + "577422 NaN \n", + "578392 NaN \n", + "580503 NaN \n", + "585778 NaN \n", "\n", " Conductivity \n", - "385164 NaN \n", - "389855 NaN \n", - "391293 NaN \n", - "393686 NaN \n", - "394595 NaN \n", - "396383 NaN \n", - "401065 NaN \n", - "417208 NaN \n", - "479538 626.0 microsiemens / centimeter \n", - "483898 688.0 microsiemens / centimeter \n", - "501282 606.0 microsiemens / centimeter \n", - "502388 606.0 microsiemens / centimeter \n", - "505604 633.0 microsiemens / centimeter \n", + "385072 NaN \n", + "390188 NaN \n", + "391236 NaN \n", + "393815 NaN \n", + "394231 NaN \n", + "396562 NaN \n", + "401373 NaN \n", + "417407 NaN \n", + "479303 626.0 microsiemens / centimeter \n", + "483927 688.0 microsiemens / centimeter \n", + "501480 606.0 microsiemens / centimeter \n", + "502341 606.0 microsiemens / centimeter \n", + "505456 633.0 microsiemens / centimeter \n", "574674 775.0 microsiemens / centimeter \n", - "577316 776.0 microsiemens / centimeter \n", - "578303 776.0 microsiemens / centimeter \n", - "580347 776.0 microsiemens / centimeter \n", - "585909 775.0 microsiemens / centimeter " + "577422 776.0 microsiemens / centimeter \n", + "578392 776.0 microsiemens / centimeter \n", + "580503 776.0 microsiemens / centimeter \n", + "585778 775.0 microsiemens / centimeter " ] }, "execution_count": 53, @@ -4602,7 +4640,7 @@ ], "source": [ "# Chlorophyll a\n", - "df = harmonize.harmonize_generic(df, 'Chlorophyll a', report=True)" + "df = harmonize.harmonize(df, 'Chlorophyll a', report=True)" ] }, { @@ -4639,35 +4677,35 @@ " \n", " \n", " \n", - " 221070\n", + " 220691\n", " 5.94\n", " ug/L\n", " NaN\n", " 0.005940000000000001 milligram / liter\n", " \n", " \n", - " 226042\n", + " 225845\n", " 1.45\n", " ug/L\n", " NaN\n", " 0.00145 milligram / liter\n", " \n", " \n", - " 226977\n", + " 226740\n", " 2.77\n", " ug/L\n", " NaN\n", " 0.00277 milligram / liter\n", " \n", " \n", - " 227828\n", + " 228078\n", " 3.87\n", " ug/L\n", " NaN\n", " 0.00387 milligram / liter\n", " \n", " \n", - " 235919\n", + " 235708\n", " 8.15\n", " ug/L\n", " NaN\n", @@ -4681,35 +4719,35 @@ " ...\n", " \n", " \n", - " 1420556\n", - " 41.09\n", + " 1443199\n", + " 26.48\n", " ug/l\n", " NaN\n", - " 0.04109 milligram / liter\n", + " 0.02648 milligram / liter\n", " \n", " \n", - " 1420557\n", - " 57.34\n", + " 1443209\n", + " 1.83\n", " ug/l\n", " NaN\n", - " 0.05734 milligram / liter\n", + " 0.00183 milligram / liter\n", " \n", " \n", - " 1420564\n", + " 1443220\n", " 23.55\n", " ug/l\n", " NaN\n", " 0.02355 milligram / liter\n", " \n", " \n", - " 1420566\n", + " 1443222\n", " 37.07\n", " ug/l\n", " NaN\n", " 0.03707 milligram / liter\n", " \n", " \n", - " 1420567\n", + " 1443223\n", " 61.95\n", " ug/l\n", " NaN\n", @@ -4722,30 +4760,30 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "221070 5.94 ug/L NaN \n", - "226042 1.45 ug/L NaN \n", - "226977 2.77 ug/L NaN \n", - "227828 3.87 ug/L NaN \n", - "235919 8.15 ug/L NaN \n", + "220691 5.94 ug/L NaN \n", + "225845 1.45 ug/L NaN \n", + "226740 2.77 ug/L NaN \n", + "228078 3.87 ug/L NaN \n", + "235708 8.15 ug/L NaN \n", "... ... ... ... \n", - "1420556 41.09 ug/l NaN \n", - "1420557 57.34 ug/l NaN \n", - "1420564 23.55 ug/l NaN \n", - "1420566 37.07 ug/l NaN \n", - "1420567 61.95 ug/l NaN \n", + "1443199 26.48 ug/l NaN \n", + "1443209 1.83 ug/l NaN \n", + "1443220 23.55 ug/l NaN \n", + "1443222 37.07 ug/l NaN \n", + "1443223 61.95 ug/l NaN \n", "\n", " Chlorophyll \n", - "221070 0.005940000000000001 milligram / liter \n", - "226042 0.00145 milligram / liter \n", - "226977 0.00277 milligram / liter \n", - "227828 0.00387 milligram / liter \n", - "235919 0.008150000000000001 milligram / liter \n", + "220691 0.005940000000000001 milligram / liter \n", + "225845 0.00145 milligram / liter \n", + "226740 0.00277 milligram / liter \n", + "228078 0.00387 milligram / liter \n", + "235708 0.008150000000000001 milligram / liter \n", "... ... \n", - "1420556 0.04109 milligram / liter \n", - "1420557 0.05734 milligram / liter \n", - "1420564 0.02355 milligram / liter \n", - "1420566 0.03707 milligram / liter \n", - "1420567 0.061950000000000005 milligram / liter \n", + "1443199 0.02648 milligram / liter \n", + "1443209 0.00183 milligram / liter \n", + "1443220 0.02355 milligram / liter \n", + "1443222 0.03707 milligram / liter \n", + "1443223 0.061950000000000005 milligram / liter \n", "\n", "[44448 rows x 4 columns]" ] @@ -4785,23 +4823,23 @@ "output_type": "stream", "text": [ "-Usable results-\n", - "count 2.044800e+04\n", - "mean 2.597756e+04\n", - "std 1.956790e+06\n", + "count 2.156600e+04\n", + "mean 2.463136e+04\n", + "std 1.905400e+06\n", "min 0.000000e+00\n", - "25% 4.500000e+00\n", + "25% 4.600000e+00\n", "50% 7.100000e+00\n", "75% 1.200000e+01\n", "max 2.000000e+08\n", "dtype: float64\n", - "Unusable results: 1913\n", + "Unusable results: 1928\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 11766717.126299601): 8\n" + "Results outside threshold (0.0 to 11457033.813951893): 8\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -4812,7 +4850,7 @@ ], "source": [ "# Organic carbon (%)\n", - "df = harmonize.harmonize_generic(df, 'Organic carbon', report=True)" + "df = harmonize.harmonize(df, 'Organic carbon', report=True)" ] }, { @@ -4856,32 +4894,32 @@ " 3.8 milligram / liter\n", " \n", " \n", - " 124\n", - " 19.5\n", + " 68\n", + " 28.0\n", " mg/L\n", " NaN\n", - " 19.5 milligram / liter\n", + " 28.0 milligram / liter\n", " \n", " \n", - " 125\n", - " 11.3\n", + " 272\n", + " 3.4\n", " mg/L\n", " NaN\n", - " 11.3 milligram / liter\n", + " 3.4 milligram / liter\n", " \n", " \n", - " 129\n", + " 287\n", " 6.7\n", " mg/L\n", " NaN\n", " 6.7 milligram / liter\n", " \n", " \n", - " 135\n", - " 28.0\n", + " 346\n", + " 5.8\n", " mg/L\n", " NaN\n", - " 28.0 milligram / liter\n", + " 5.8 milligram / liter\n", " \n", " \n", " ...\n", @@ -4891,73 +4929,73 @@ " ...\n", " \n", " \n", - " 1416781\n", - " 0.83\n", - " mg/l\n", + " 1441942\n", + " 1.8\n", + " mg/L\n", " NaN\n", - " 0.83 milligram / liter\n", + " 1.8 milligram / liter\n", " \n", " \n", - " 1416831\n", - " 0.71\n", - " mg/l\n", + " 1441945\n", + " 5.1\n", + " mg/L\n", " NaN\n", - " 0.71 milligram / liter\n", + " 5.1 milligram / liter\n", " \n", " \n", - " 1416838\n", - " 1.43\n", - " mg/l\n", + " 1441959\n", + " 7.3\n", + " mg/L\n", " NaN\n", - " 1.43 milligram / liter\n", + " 7.3 milligram / liter\n", " \n", " \n", - " 1416846\n", - " 0.9\n", - " mg/l\n", + " 1441995\n", + " 11.7\n", + " mg/L\n", " NaN\n", - " 0.9 milligram / liter\n", + " 11.7 milligram / liter\n", " \n", " \n", - " 1416855\n", - " 0.68\n", - " mg/l\n", + " 1442025\n", + " 5.3\n", + " mg/L\n", " NaN\n", - " 0.68 milligram / liter\n", + " 5.3 milligram / liter\n", " \n", " \n", "\n", - "

22361 rows × 4 columns

\n", + "

23494 rows × 4 columns

\n", "" ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", "3 3.8 mg/L NaN \n", - "124 19.5 mg/L NaN \n", - "125 11.3 mg/L NaN \n", - "129 6.7 mg/L NaN \n", - "135 28.0 mg/L NaN \n", + "68 28.0 mg/L NaN \n", + "272 3.4 mg/L NaN \n", + "287 6.7 mg/L NaN \n", + "346 5.8 mg/L NaN \n", "... ... ... ... \n", - "1416781 0.83 mg/l NaN \n", - "1416831 0.71 mg/l NaN \n", - "1416838 1.43 mg/l NaN \n", - "1416846 0.9 mg/l NaN \n", - "1416855 0.68 mg/l NaN \n", + "1441942 1.8 mg/L NaN \n", + "1441945 5.1 mg/L NaN \n", + "1441959 7.3 mg/L NaN \n", + "1441995 11.7 mg/L NaN \n", + "1442025 5.3 mg/L NaN \n", "\n", " Carbon \n", "3 3.8 milligram / liter \n", - "124 19.5 milligram / liter \n", - "125 11.3 milligram / liter \n", - "129 6.7 milligram / liter \n", - "135 28.0 milligram / liter \n", + "68 28.0 milligram / liter \n", + "272 3.4 milligram / liter \n", + "287 6.7 milligram / liter \n", + "346 5.8 milligram / liter \n", "... ... \n", - "1416781 0.83 milligram / liter \n", - "1416831 0.71 milligram / liter \n", - "1416838 1.43 milligram / liter \n", - "1416846 0.9 milligram / liter \n", - "1416855 0.68 milligram / liter \n", + "1441942 1.8 milligram / liter \n", + "1441945 5.1 milligram / liter \n", + "1441959 7.3 milligram / liter \n", + "1441995 11.7 milligram / liter \n", + "1442025 5.3 milligram / liter \n", "\n", - "[22361 rows x 4 columns]" + "[23494 rows x 4 columns]" ] }, "execution_count": 57, @@ -4995,23 +5033,23 @@ "output_type": "stream", "text": [ "-Usable results-\n", - "count 89954.000000\n", - "mean 16.424991\n", - "std 883.385635\n", + "count 91094.000000\n", + "mean 16.265923\n", + "std 877.842138\n", "min -0.047700\n", "25% 1.500000\n", "50% 2.400000\n", - "75% 4.030000\n", + "75% 4.000000\n", "max 200000.000000\n", "dtype: float64\n", - "Unusable results: 1051\n", + "Unusable results: 1066\n", "Usable results with inferred units: 0\n", - "Results outside threshold (0.0 to 5316.738802709647): 155\n" + "Results outside threshold (0.0 to 5283.318748835202): 155\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -5022,7 +5060,7 @@ ], "source": [ "# Turbidity (NTU)\n", - "df = harmonize.harmonize_generic(df, 'Turbidity', report=True, errors='ignore')" + "df = harmonize.harmonize(df, 'Turbidity', report=True, errors='ignore')" ] }, { @@ -5059,39 +5097,39 @@ " \n", " \n", " \n", - " 25\n", - " 4.49\n", + " 120\n", + " 2.3\n", " NTU\n", " NaN\n", - " 4.49 Nephelometric_Turbidity_Units\n", + " 2.3 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 81\n", - " 1.2\n", + " 143\n", + " 2.6\n", " NTU\n", " NaN\n", - " 1.2 Nephelometric_Turbidity_Units\n", + " 2.6 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 108\n", - " 2.9\n", + " 284\n", + " 0.9\n", " NTU\n", " NaN\n", - " 2.9 Nephelometric_Turbidity_Units\n", + " 0.9 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 147\n", - " 6.9\n", + " 296\n", + " 3.0\n", " NTU\n", " NaN\n", - " 6.9 Nephelometric_Turbidity_Units\n", + " 3.0 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 222\n", - " 4.3\n", + " 313\n", + " 2.0\n", " NTU\n", " NaN\n", - " 4.3 Nephelometric_Turbidity_Units\n", + " 2.0 Nephelometric_Turbidity_Units\n", " \n", " \n", " ...\n", @@ -5101,73 +5139,73 @@ " ...\n", " \n", " \n", - " 1416904\n", + " 1441923\n", " 2.3\n", - " NTRU\n", + " NTU\n", " NaN\n", " 2.3 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 1417001\n", - " 1.1\n", - " NTRU\n", + " 1441947\n", + " 0.8\n", + " NTU\n", " NaN\n", - " 1.1 Nephelometric_Turbidity_Units\n", + " 0.8 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 1417106\n", - " 0.1\n", - " NTRU\n", + " 1441991\n", + " 0.42\n", + " NTU\n", " NaN\n", - " 0.1 Nephelometric_Turbidity_Units\n", + " 0.42 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 1417114\n", - " 0.7\n", - " NTRU\n", + " 1442011\n", + " 1.8\n", + " NTU\n", " NaN\n", - " 0.7 Nephelometric_Turbidity_Units\n", + " 1.8 Nephelometric_Turbidity_Units\n", " \n", " \n", - " 1417324\n", - " 0.9\n", - " NTRU\n", + " 1442035\n", + " 1.6\n", + " NTU\n", " NaN\n", - " 0.9 Nephelometric_Turbidity_Units\n", + " 1.6 Nephelometric_Turbidity_Units\n", " \n", " \n", "\n", - "

91005 rows × 4 columns

\n", + "

92160 rows × 4 columns

\n", "" ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "25 4.49 NTU NaN \n", - "81 1.2 NTU NaN \n", - "108 2.9 NTU NaN \n", - "147 6.9 NTU NaN \n", - "222 4.3 NTU NaN \n", + "120 2.3 NTU NaN \n", + "143 2.6 NTU NaN \n", + "284 0.9 NTU NaN \n", + "296 3.0 NTU NaN \n", + "313 2.0 NTU NaN \n", "... ... ... ... \n", - "1416904 2.3 NTRU NaN \n", - "1417001 1.1 NTRU NaN \n", - "1417106 0.1 NTRU NaN \n", - "1417114 0.7 NTRU NaN \n", - "1417324 0.9 NTRU NaN \n", + "1441923 2.3 NTU NaN \n", + "1441947 0.8 NTU NaN \n", + "1441991 0.42 NTU NaN \n", + "1442011 1.8 NTU NaN \n", + "1442035 1.6 NTU NaN \n", "\n", " Turbidity \n", - "25 4.49 Nephelometric_Turbidity_Units \n", - "81 1.2 Nephelometric_Turbidity_Units \n", - "108 2.9 Nephelometric_Turbidity_Units \n", - "147 6.9 Nephelometric_Turbidity_Units \n", - "222 4.3 Nephelometric_Turbidity_Units \n", + "120 2.3 Nephelometric_Turbidity_Units \n", + "143 2.6 Nephelometric_Turbidity_Units \n", + "284 0.9 Nephelometric_Turbidity_Units \n", + "296 3.0 Nephelometric_Turbidity_Units \n", + "313 2.0 Nephelometric_Turbidity_Units \n", "... ... \n", - "1416904 2.3 Nephelometric_Turbidity_Units \n", - "1417001 1.1 Nephelometric_Turbidity_Units \n", - "1417106 0.1 Nephelometric_Turbidity_Units \n", - "1417114 0.7 Nephelometric_Turbidity_Units \n", - "1417324 0.9 Nephelometric_Turbidity_Units \n", + "1441923 2.3 Nephelometric_Turbidity_Units \n", + "1441947 0.8 Nephelometric_Turbidity_Units \n", + "1441991 0.42 Nephelometric_Turbidity_Units \n", + "1442011 1.8 Nephelometric_Turbidity_Units \n", + "1442035 1.6 Nephelometric_Turbidity_Units \n", "\n", - "[91005 rows x 4 columns]" + "[92160 rows x 4 columns]" ] }, "execution_count": 59, @@ -5191,19 +5229,10 @@ "cell_type": "code", "execution_count": 60, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", - " result[:] = values\n" - ] - } - ], + "outputs": [], "source": [ "# Sediment\n", - "df = harmonize.harmonize_generic(df, 'Sediment', report=False)" + "df = harmonize.harmonize(df, 'Sediment', report=False)" ] }, { @@ -5239,106 +5268,14 @@ " \n", " \n", " \n", - " \n", - " 1383147\n", - " 28\n", - " %\n", - " NaN\n", - " 280.0 gram / kilogram\n", - " \n", - " \n", - " 1383148\n", - " 38\n", - " %\n", - " NaN\n", - " 380.0 gram / kilogram\n", - " \n", - " \n", - " 1403226\n", - " 97.0\n", - " %\n", - " NaN\n", - " 970.0 gram / kilogram\n", - " \n", - " \n", - " 1403227\n", - " 99.0\n", - " %\n", - " NaN\n", - " 990.0 gram / kilogram\n", - " \n", - " \n", - " 1403228\n", - " 100.0\n", - " %\n", - " NaN\n", - " 1000.0 gram / kilogram\n", - " \n", - " \n", - " 1403229\n", - " 100.0\n", - " %\n", - " NaN\n", - " 1000.0 gram / kilogram\n", - " \n", - " \n", - " 1403230\n", - " 100.0\n", - " %\n", - " NaN\n", - " 1000.0 gram / kilogram\n", - " \n", - " \n", - " 1403231\n", - " 100.0\n", - " %\n", - " NaN\n", - " 1000.0 gram / kilogram\n", - " \n", - " \n", - " 1416605\n", - " NaN\n", - " NaN\n", - " ResultMeasureValue: missing (NaN) result; Resu...\n", - " NaN\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "1383147 28 % \n", - "1383148 38 % \n", - "1403226 97.0 % \n", - "1403227 99.0 % \n", - "1403228 100.0 % \n", - "1403229 100.0 % \n", - "1403230 100.0 % \n", - "1403231 100.0 % \n", - "1416605 NaN NaN \n", - "\n", - " QA_flag \\\n", - "1383147 NaN \n", - "1383148 NaN \n", - "1403226 NaN \n", - "1403227 NaN \n", - "1403228 NaN \n", - "1403229 NaN \n", - "1403230 NaN \n", - "1403231 NaN \n", - "1416605 ResultMeasureValue: missing (NaN) result; Resu... \n", - "\n", - " Sediment \n", - "1383147 280.0 gram / kilogram \n", - "1383148 380.0 gram / kilogram \n", - "1403226 970.0 gram / kilogram \n", - "1403227 990.0 gram / kilogram \n", - "1403228 1000.0 gram / kilogram \n", - "1403229 1000.0 gram / kilogram \n", - "1403230 1000.0 gram / kilogram \n", - "1403231 1000.0 gram / kilogram \n", - "1416605 NaN " + "Empty DataFrame\n", + "Columns: [ResultMeasureValue, ResultMeasure/MeasureUnitCode, QA_flag, Sediment]\n", + "Index: []" ] }, "execution_count": 61, @@ -5377,11 +5314,19 @@ "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " result[:] = values\n" ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Phosphorus sample fractions not in frac_dict\n", + "2 Phosphorus sample fractions not in frac_dict found in expected domains, mapped to \"Other_Phosphorus\"\n" + ] } ], "source": [ "# Phosphorus\n", - "df = harmonize.harmonize_generic(df, 'Phosphorus')" + "df = harmonize.harmonize(df, 'Phosphorus')" ] }, { @@ -5425,39 +5370,39 @@ " \n", " \n", " \n", - " 3156\n", + " 3377\n", " 0.049\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 9350\n", - " 0.049\n", + " 7734\n", + " 0.004\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 10560\n", - " 0.004\n", + " 9147\n", + " 0.049\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 11185\n", + " 10947\n", " 0.036\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 11626\n", - " 0.053\n", + " 19520\n", + " 0.050\n", " mg/L\n", " NaN\n", - " NaN\n", + " 0.05 milligram / liter\n", " \n", " \n", " ...\n", @@ -5467,73 +5412,73 @@ " ...\n", " \n", " \n", - " 1418488\n", - " 0.065\n", - " mg/l as P\n", + " 1441961\n", + " 0.14\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418493\n", - " 0.027\n", - " mg/l as P\n", + " 1441962\n", + " 0.052\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418499\n", - " 0.04\n", - " mg/l as P\n", + " 1442000\n", + " 0.14\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418514\n", - " 0.05\n", - " mg/l as P\n", + " 1442019\n", + " 0.147\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418531\n", - " 0.04\n", - " mg/l as P\n", + " 1442029\n", + " 0.14\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", "\n", - "

26946 rows × 4 columns

\n", + "

28141 rows × 4 columns

\n", "" ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "3156 0.049 mg/L NaN \n", - "9350 0.049 mg/L NaN \n", - "10560 0.004 mg/L NaN \n", - "11185 0.036 mg/L NaN \n", - "11626 0.053 mg/L NaN \n", + "3377 0.049 mg/L NaN \n", + "7734 0.004 mg/L NaN \n", + "9147 0.049 mg/L NaN \n", + "10947 0.036 mg/L NaN \n", + "19520 0.050 mg/L NaN \n", "... ... ... ... \n", - "1418488 0.065 mg/l as P NaN \n", - "1418493 0.027 mg/l as P NaN \n", - "1418499 0.04 mg/l as P NaN \n", - "1418514 0.05 mg/l as P NaN \n", - "1418531 0.04 mg/l as P NaN \n", - "\n", - " TDP_Phosphorus \n", - "3156 NaN \n", - "9350 NaN \n", - "10560 NaN \n", - "11185 NaN \n", - "11626 NaN \n", - "... ... \n", - "1418488 NaN \n", - "1418493 NaN \n", - "1418499 NaN \n", - "1418514 NaN \n", - "1418531 NaN \n", + "1441961 0.14 mg/L NaN \n", + "1441962 0.052 mg/L NaN \n", + "1442000 0.14 mg/L NaN \n", + "1442019 0.147 mg/L NaN \n", + "1442029 0.14 mg/L NaN \n", + "\n", + " TDP_Phosphorus \n", + "3377 NaN \n", + "7734 NaN \n", + "9147 NaN \n", + "10947 NaN \n", + "19520 0.05 milligram / liter \n", + "... ... \n", + "1441961 NaN \n", + "1441962 NaN \n", + "1442000 NaN \n", + "1442019 NaN \n", + "1442029 NaN \n", "\n", - "[26946 rows x 4 columns]" + "[28141 rows x 4 columns]" ] }, "execution_count": 63, @@ -5581,36 +5526,36 @@ " \n", " \n", " \n", - " 3156\n", + " 3377\n", " 0.049\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 9350\n", - " 0.049\n", + " 7734\n", + " 0.004\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 10560\n", - " 0.004\n", + " 9147\n", + " 0.049\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 11185\n", + " 10947\n", " 0.036\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 11626\n", - " 0.053\n", + " 23388\n", + " 0.004\n", " mg/L\n", " NaN\n", " NaN\n", @@ -5623,73 +5568,73 @@ " ...\n", " \n", " \n", - " 1418488\n", - " 0.065\n", - " mg/l as P\n", + " 1441961\n", + " 0.14\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418493\n", - " 0.027\n", - " mg/l as P\n", + " 1441962\n", + " 0.052\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418499\n", - " 0.04\n", - " mg/l as P\n", + " 1442000\n", + " 0.14\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418514\n", - " 0.05\n", - " mg/l as P\n", + " 1442019\n", + " 0.147\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 1418531\n", - " 0.04\n", - " mg/l as P\n", + " 1442029\n", + " 0.14\n", + " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", "\n", - "

24983 rows × 4 columns

\n", + "

26178 rows × 4 columns

\n", "" ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "3156 0.049 mg/L NaN \n", - "9350 0.049 mg/L NaN \n", - "10560 0.004 mg/L NaN \n", - "11185 0.036 mg/L NaN \n", - "11626 0.053 mg/L NaN \n", + "3377 0.049 mg/L NaN \n", + "7734 0.004 mg/L NaN \n", + "9147 0.049 mg/L NaN \n", + "10947 0.036 mg/L NaN \n", + "23388 0.004 mg/L NaN \n", "... ... ... ... \n", - "1418488 0.065 mg/l as P NaN \n", - "1418493 0.027 mg/l as P NaN \n", - "1418499 0.04 mg/l as P NaN \n", - "1418514 0.05 mg/l as P NaN \n", - "1418531 0.04 mg/l as P NaN \n", + "1441961 0.14 mg/L NaN \n", + "1441962 0.052 mg/L NaN \n", + "1442000 0.14 mg/L NaN \n", + "1442019 0.147 mg/L NaN \n", + "1442029 0.14 mg/L NaN \n", "\n", " TDP_Phosphorus \n", - "3156 NaN \n", - "9350 NaN \n", - "10560 NaN \n", - "11185 NaN \n", - "11626 NaN \n", + "3377 NaN \n", + "7734 NaN \n", + "9147 NaN \n", + "10947 NaN \n", + "23388 NaN \n", "... ... \n", - "1418488 NaN \n", - "1418493 NaN \n", - "1418499 NaN \n", - "1418514 NaN \n", - "1418531 NaN \n", + "1441961 NaN \n", + "1441962 NaN \n", + "1442000 NaN \n", + "1442019 NaN \n", + "1442029 NaN \n", "\n", - "[24983 rows x 4 columns]" + "[26178 rows x 4 columns]" ] }, "execution_count": 64, @@ -5736,35 +5681,35 @@ " \n", " \n", " \n", - " 15591\n", - " 0.003\n", - " mg/L\n", - " NaN\n", - " 0.003 milligram / liter\n", - " \n", - " \n", - " 19616\n", + " 19520\n", " 0.050\n", " mg/L\n", " NaN\n", " 0.05 milligram / liter\n", " \n", " \n", - " 29929\n", + " 29586\n", " 0.009\n", " mg/L\n", " NaN\n", " 0.009 milligram / liter\n", " \n", " \n", - " 179092\n", + " 56022\n", + " 0.003\n", + " mg/L\n", + " NaN\n", + " 0.003 milligram / liter\n", + " \n", + " \n", + " 119142\n", " 0.050\n", " mg/L\n", " NaN\n", " 0.05 milligram / liter\n", " \n", " \n", - " 184033\n", + " 124294\n", " 0.002\n", " mg/L\n", " NaN\n", @@ -5778,40 +5723,40 @@ " ...\n", " \n", " \n", - " 1413239\n", - " 0.35\n", - " mg/l as P\n", - " NaN\n", - " 0.35 milligram / liter\n", - " \n", - " \n", - " 1413243\n", + " 1423120\n", " 0.2\n", " mg/l as P\n", " NaN\n", " 0.2 milligram / liter\n", " \n", " \n", - " 1413248\n", + " 1423125\n", " 0.22\n", " mg/l as P\n", " NaN\n", " 0.22 milligram / liter\n", " \n", " \n", - " 1413271\n", + " 1423148\n", " 0.18\n", " mg/l as P\n", " NaN\n", " 0.18 milligram / liter\n", " \n", " \n", - " 1413276\n", + " 1423153\n", " 0.33\n", " mg/l as P\n", " NaN\n", " 0.33 milligram / liter\n", " \n", + " \n", + " 1427176\n", + " 0.166\n", + " mg/l as P\n", + " NaN\n", + " 0.166 milligram / liter\n", + " \n", " \n", "\n", "

1099 rows × 4 columns

\n", @@ -5819,30 +5764,30 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "15591 0.003 mg/L NaN \n", - "19616 0.050 mg/L NaN \n", - "29929 0.009 mg/L NaN \n", - "179092 0.050 mg/L NaN \n", - "184033 0.002 mg/L NaN \n", + "19520 0.050 mg/L NaN \n", + "29586 0.009 mg/L NaN \n", + "56022 0.003 mg/L NaN \n", + "119142 0.050 mg/L NaN \n", + "124294 0.002 mg/L NaN \n", "... ... ... ... \n", - "1413239 0.35 mg/l as P NaN \n", - "1413243 0.2 mg/l as P NaN \n", - "1413248 0.22 mg/l as P NaN \n", - "1413271 0.18 mg/l as P NaN \n", - "1413276 0.33 mg/l as P NaN \n", + "1423120 0.2 mg/l as P NaN \n", + "1423125 0.22 mg/l as P NaN \n", + "1423148 0.18 mg/l as P NaN \n", + "1423153 0.33 mg/l as P NaN \n", + "1427176 0.166 mg/l as P NaN \n", "\n", " TDP_Phosphorus \n", - "15591 0.003 milligram / liter \n", - "19616 0.05 milligram / liter \n", - "29929 0.009 milligram / liter \n", - "179092 0.05 milligram / liter \n", - "184033 0.002 milligram / liter \n", + "19520 0.05 milligram / liter \n", + "29586 0.009 milligram / liter \n", + "56022 0.003 milligram / liter \n", + "119142 0.05 milligram / liter \n", + "124294 0.002 milligram / liter \n", "... ... \n", - "1413239 0.35 milligram / liter \n", - "1413243 0.2 milligram / liter \n", - "1413248 0.22 milligram / liter \n", - "1413271 0.18 milligram / liter \n", - "1413276 0.33 milligram / liter \n", + "1423120 0.2 milligram / liter \n", + "1423125 0.22 milligram / liter \n", + "1423148 0.18 milligram / liter \n", + "1423153 0.33 milligram / liter \n", + "1427176 0.166 milligram / liter \n", "\n", "[1099 rows x 4 columns]" ] @@ -5891,14 +5836,14 @@ " \n", " \n", " \n", - " 221875\n", + " 221972\n", " 0.13118375\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 238642\n", + " 238404\n", " 0.1696225\n", " mg/L\n", " NaN\n", @@ -5912,14 +5857,14 @@ " NaN\n", " \n", " \n", - " 245371\n", + " 245332\n", " 0.16950375\n", " mg/L\n", " NaN\n", " NaN\n", " \n", " \n", - " 255004\n", + " 255046\n", " 0.03524375\n", " mg/L\n", " NaN\n", @@ -5933,36 +5878,36 @@ " ...\n", " \n", " \n", - " 1395898\n", + " 1417733\n", " 0.058\n", " %\n", " NaN\n", " NaN\n", " \n", " \n", - " 1396756\n", + " 1418590\n", " 0.041\n", " %\n", " NaN\n", " NaN\n", " \n", " \n", - " 1397534\n", + " 1419369\n", " 0.078\n", " %\n", " NaN\n", " NaN\n", " \n", " \n", - " 1416601\n", - " 460.0\n", + " 1434075\n", + " 460\n", " mg/kg\n", " NaN\n", " NaN\n", " \n", " \n", - " 1416603\n", - " 5400.0\n", + " 1434077\n", + " 5400\n", " mg/kg\n", " NaN\n", " NaN\n", @@ -5974,30 +5919,30 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "221875 0.13118375 mg/L NaN \n", - "238642 0.1696225 mg/L NaN \n", + "221972 0.13118375 mg/L NaN \n", + "238404 0.1696225 mg/L NaN \n", "239080 0.0835825 mg/L NaN \n", - "245371 0.16950375 mg/L NaN \n", - "255004 0.03524375 mg/L NaN \n", + "245332 0.16950375 mg/L NaN \n", + "255046 0.03524375 mg/L NaN \n", "... ... ... ... \n", - "1395898 0.058 % NaN \n", - "1396756 0.041 % NaN \n", - "1397534 0.078 % NaN \n", - "1416601 460.0 mg/kg NaN \n", - "1416603 5400.0 mg/kg NaN \n", + "1417733 0.058 % NaN \n", + "1418590 0.041 % NaN \n", + "1419369 0.078 % NaN \n", + "1434075 460 mg/kg NaN \n", + "1434077 5400 mg/kg NaN \n", "\n", " TDP_Phosphorus \n", - "221875 NaN \n", - "238642 NaN \n", + "221972 NaN \n", + "238404 NaN \n", "239080 NaN \n", - "245371 NaN \n", - "255004 NaN \n", + "245332 NaN \n", + "255046 NaN \n", "... ... \n", - "1395898 NaN \n", - "1396756 NaN \n", - "1397534 NaN \n", - "1416601 NaN \n", - "1416603 NaN \n", + "1417733 NaN \n", + "1418590 NaN \n", + "1419369 NaN \n", + "1434075 NaN \n", + "1434077 NaN \n", "\n", "[864 rows x 4 columns]" ] @@ -6044,12 +5989,12 @@ "text": [ "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " result[:] = values\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:645: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", - " warn(\"WARNING: '{}' converted to NaN\".format(unit))\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:645: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", - " warn(\"WARNING: '{}' converted to NaN\".format(unit))\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:645: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", - " warn(\"WARNING: '{}' converted to NaN\".format(unit))\n" + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" ] }, { @@ -6066,7 +6011,7 @@ "75% 6.000000e+01\n", "max 1.000000e+07\n", "dtype: float64\n", - "Unusable results: 54828\n", + "Unusable results: 55551\n", "Usable results with inferred units: 5\n", "Results outside threshold (0.0 to 795966.1242988213): 8\n" ] @@ -6084,7 +6029,7 @@ ], "source": [ "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", - "df = harmonize.harmonize_generic(df, 'Fecal Coliform', report=True, errors='ignore')" + "df = harmonize.harmonize(df, 'Fecal Coliform', report=True, errors='ignore')" ] }, { @@ -6121,41 +6066,41 @@ " \n", " \n", " \n", - " 13\n", + " 10\n", " 760\n", " cfu/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 15\n", - " 2900\n", - " cfu/100mL\n", - " NaN\n", - " NaN\n", - " \n", - " \n", - " 55\n", + " 31\n", " 300\n", " #/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 72\n", + " 41\n", " 280\n", " #/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 109\n", - " 52\n", + " 62\n", + " 5\n", " cfu/100mL\n", " NaN\n", " NaN\n", " \n", " \n", + " 65\n", + " 260\n", + " #/100mL\n", + " NaN\n", + " NaN\n", + " \n", + " \n", " ...\n", " ...\n", " ...\n", @@ -6163,35 +6108,35 @@ " ...\n", " \n", " \n", - " 1416039\n", - " 8.0\n", - " MPN/100ml\n", + " 1441811\n", + " 7.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 8.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1416040\n", - " 2.0\n", - " MPN/100ml\n", + " 1441859\n", + " 1.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 2.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1416041\n", - " 8.0\n", - " MPN/100ml\n", + " 1441992\n", + " 110.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 8.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1416049\n", - " 49.0\n", - " MPN/100ml\n", + " 1441997\n", + " 1.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 49.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1420581\n", + " 1443237\n", " 2.0\n", " cfu/100ml\n", " NaN\n", @@ -6199,37 +6144,37 @@ " \n", " \n", "\n", - "

63475 rows × 4 columns

\n", + "

64198 rows × 4 columns

\n", "" ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "13 760 cfu/100mL NaN \n", - "15 2900 cfu/100mL NaN \n", - "55 300 #/100mL NaN \n", - "72 280 #/100mL NaN \n", - "109 52 cfu/100mL NaN \n", + "10 760 cfu/100mL NaN \n", + "31 300 #/100mL NaN \n", + "41 280 #/100mL NaN \n", + "62 5 cfu/100mL NaN \n", + "65 260 #/100mL NaN \n", "... ... ... ... \n", - "1416039 8.0 MPN/100ml NaN \n", - "1416040 2.0 MPN/100ml NaN \n", - "1416041 8.0 MPN/100ml NaN \n", - "1416049 49.0 MPN/100ml NaN \n", - "1420581 2.0 cfu/100ml NaN \n", - "\n", - " Fecal_Coliform \n", - "13 NaN \n", - "15 NaN \n", - "55 NaN \n", - "72 NaN \n", - "109 NaN \n", - "... ... \n", - "1416039 8.0 Colony_Forming_Units / milliliter \n", - "1416040 2.0 Colony_Forming_Units / milliliter \n", - "1416041 8.0 Colony_Forming_Units / milliliter \n", - "1416049 49.0 Colony_Forming_Units / milliliter \n", - "1420581 2.0 Colony_Forming_Units / milliliter \n", - "\n", - "[63475 rows x 4 columns]" + "1441811 7.0 cfu/100mL NaN \n", + "1441859 1.0 cfu/100mL NaN \n", + "1441992 110.0 cfu/100mL NaN \n", + "1441997 1.0 cfu/100mL NaN \n", + "1443237 2.0 cfu/100ml NaN \n", + "\n", + " Fecal_Coliform \n", + "10 NaN \n", + "31 NaN \n", + "41 NaN \n", + "62 NaN \n", + "65 NaN \n", + "... ... \n", + "1441811 NaN \n", + "1441859 NaN \n", + "1441992 NaN \n", + "1441997 NaN \n", + "1443237 2.0 Colony_Forming_Units / milliliter \n", + "\n", + "[64198 rows x 4 columns]" ] }, "execution_count": 68, @@ -6260,12 +6205,12 @@ "text": [ "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:1784: UnitStrippedWarning: The unit of the quantity is stripped when downcasting to ndarray.\n", " result[:] = values\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:645: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", - " warn(\"WARNING: '{}' converted to NaN\".format(unit))\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:645: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", - " warn(\"WARNING: '{}' converted to NaN\".format(unit))\n", - "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:645: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", - " warn(\"WARNING: '{}' converted to NaN\".format(unit))\n" + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'cfu/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'MPN/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n", + "C:\\Users\\jbousqui\\Local_GIS\\Python\\v_envs\\jupyter-harmonize-39\\lib\\site-packages\\harmonize_wq\\harmonize.py:142: UserWarning: WARNING: 'CFU/100mL' converted to NaN\n", + " warn(f\"WARNING: '{unit}' converted to NaN\")\n" ] }, { @@ -6282,7 +6227,7 @@ "75% 120.000000\n", "max 41000.000000\n", "dtype: float64\n", - "Unusable results: 4875\n", + "Unusable results: 5261\n", "Usable results with inferred units: 0\n", "Results outside threshold (0.0 to 27817.348725062726): 1\n" ] @@ -6300,7 +6245,7 @@ ], "source": [ "# Known unit with bad dimensionality ('Colony_Forming_Units * milliliter')\n", - "df = harmonize.harmonize_generic(df, 'Escherichia coli', report=True, errors='ignore')" + "df = harmonize.harmonize(df, 'Escherichia coli', report=True, errors='ignore')" ] }, { @@ -6337,35 +6282,35 @@ " \n", " \n", " \n", - " 275764\n", + " 276038\n", " 210\n", " MPN/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 277315\n", + " 277435\n", " 4800\n", " MPN/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 277566\n", + " 277860\n", " 74.5\n", " MPN/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 277832\n", + " 277997\n", " 553.9\n", " MPN/100mL\n", " NaN\n", " NaN\n", " \n", " \n", - " 278397\n", + " 278270\n", " 87\n", " MPN/100mL\n", " NaN\n", @@ -6379,86 +6324,60 @@ " ...\n", " \n", " \n", - " 1411892\n", - " 21.0\n", - " cfu/100ml\n", + " 1441819\n", + " 110.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 21.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1411959\n", - " 10.0\n", - " cfu/100ml\n", + " 1441852\n", + " 600.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 10.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1412050\n", - " 1.0\n", - " cfu/100ml\n", + " 1441985\n", + " 580.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 1.0 Colony_Forming_Units / milliliter\n", " \n", " \n", - " 1412084\n", - " NaN\n", + " 1442020\n", + " 10.0\n", + " cfu/100mL\n", " NaN\n", - " ResultMeasureValue: missing (NaN) result; Resu...\n", " NaN\n", " \n", " \n", - " 1412134\n", - " 11.0\n", - " cfu/100ml\n", + " 1442022\n", + " 455.0\n", + " cfu/100mL\n", + " NaN\n", " NaN\n", - " 11.0 Colony_Forming_Units / milliliter\n", " \n", " \n", "\n", - "

5017 rows × 4 columns

\n", + "

5403 rows × 4 columns

\n", "" ], "text/plain": [ - " ResultMeasureValue ResultMeasure/MeasureUnitCode \\\n", - "275764 210 MPN/100mL \n", - "277315 4800 MPN/100mL \n", - "277566 74.5 MPN/100mL \n", - "277832 553.9 MPN/100mL \n", - "278397 87 MPN/100mL \n", - "... ... ... \n", - "1411892 21.0 cfu/100ml \n", - "1411959 10.0 cfu/100ml \n", - "1412050 1.0 cfu/100ml \n", - "1412084 NaN NaN \n", - "1412134 11.0 cfu/100ml \n", - "\n", - " QA_flag \\\n", - "275764 NaN \n", - "277315 NaN \n", - "277566 NaN \n", - "277832 NaN \n", - "278397 NaN \n", - "... ... \n", - "1411892 NaN \n", - "1411959 NaN \n", - "1412050 NaN \n", - "1412084 ResultMeasureValue: missing (NaN) result; Resu... \n", - "1412134 NaN \n", - "\n", - " E_coli \n", - "275764 NaN \n", - "277315 NaN \n", - "277566 NaN \n", - "277832 NaN \n", - "278397 NaN \n", - "... ... \n", - "1411892 21.0 Colony_Forming_Units / milliliter \n", - "1411959 10.0 Colony_Forming_Units / milliliter \n", - "1412050 1.0 Colony_Forming_Units / milliliter \n", - "1412084 NaN \n", - "1412134 11.0 Colony_Forming_Units / milliliter \n", - "\n", - "[5017 rows x 4 columns]" + " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag E_coli\n", + "276038 210 MPN/100mL NaN NaN\n", + "277435 4800 MPN/100mL NaN NaN\n", + "277860 74.5 MPN/100mL NaN NaN\n", + "277997 553.9 MPN/100mL NaN NaN\n", + "278270 87 MPN/100mL NaN NaN\n", + "... ... ... ... ...\n", + "1441819 110.0 cfu/100mL NaN NaN\n", + "1441852 600.0 cfu/100mL NaN NaN\n", + "1441985 580.0 cfu/100mL NaN NaN\n", + "1442020 10.0 cfu/100mL NaN NaN\n", + "1442022 455.0 cfu/100mL NaN NaN\n", + "\n", + "[5403 rows x 4 columns]" ] }, "execution_count": 70, @@ -6518,8 +6437,8 @@ "output_type": "stream", "text": [ "Range: -0.02 to 48930.0\n", - "Results: 259646 \n", - "Mean: 21.831898782958255 PSU\n" + "Results: 263723 \n", + "Mean: 21.80843199645088 PSU\n" ] } ], @@ -6603,28 +6522,28 @@ " \n", " \n", " \n", - " 288110\n", + " 288169\n", " 48930\n", " ppth\n", " NaN\n", " 48930.0 Practical_Salinity_Units\n", " \n", " \n", - " 434409\n", + " 434312\n", " 76.57\n", " ppth\n", " NaN\n", " 76.57 Practical_Salinity_Units\n", " \n", " \n", - " 497277\n", + " 497016\n", " 54.8\n", " ppth\n", " NaN\n", " 54.8 Practical_Salinity_Units\n", " \n", " \n", - " 620699\n", + " 620793\n", " 2976\n", " ppth\n", " NaN\n", @@ -6643,17 +6562,17 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "288110 48930 ppth NaN \n", - "434409 76.57 ppth NaN \n", - "497277 54.8 ppth NaN \n", - "620699 2976 ppth NaN \n", + "288169 48930 ppth NaN \n", + "434312 76.57 ppth NaN \n", + "497016 54.8 ppth NaN \n", + "620793 2976 ppth NaN \n", "645780 68 ppth NaN \n", "\n", " Salinity \n", - "288110 48930.0 Practical_Salinity_Units \n", - "434409 76.57 Practical_Salinity_Units \n", - "497277 54.8 Practical_Salinity_Units \n", - "620699 2976.0 Practical_Salinity_Units \n", + "288169 48930.0 Practical_Salinity_Units \n", + "434312 76.57 Practical_Salinity_Units \n", + "497016 54.8 Practical_Salinity_Units \n", + "620793 2976.0 Practical_Salinity_Units \n", "645780 68.0 Practical_Salinity_Units " ] }, @@ -6727,47 +6646,47 @@ " \n", " \n", " \n", - " 25648\n", + " 25322\n", " 0.0\n", " ppth\n", " NaN\n", " 0.0 Practical_Salinity_Units\n", " NaN\n", - " Method Detection Level\n", - " 1.0\n", + " Lower Quantitation Limit\n", + " 5.0\n", " ppth\n", " \n", " \n", - " 25649\n", + " 25323\n", " 0.0\n", " ppth\n", " NaN\n", " 0.0 Practical_Salinity_Units\n", " NaN\n", - " Lower Quantitation Limit\n", - " 5.0\n", + " Method Detection Level\n", + " 1.0\n", " ppth\n", " \n", " \n", - " 46164\n", + " 46499\n", " 0.0\n", " ppth\n", " NaN\n", " 0.0 Practical_Salinity_Units\n", " NaN\n", - " Method Detection Level\n", - " 1.0\n", + " Lower Quantitation Limit\n", + " 5.0\n", " ppth\n", " \n", " \n", - " 46165\n", + " 46500\n", " 0.0\n", " ppth\n", " NaN\n", " 0.0 Practical_Salinity_Units\n", " NaN\n", - " Lower Quantitation Limit\n", - " 5.0\n", + " Method Detection Level\n", + " 1.0\n", " ppth\n", " \n", " \n", @@ -6804,7 +6723,7 @@ " NaN\n", " \n", " \n", - " 736817\n", + " 695233\n", " -0.02\n", " ppth\n", " NaN\n", @@ -6815,7 +6734,7 @@ " NaN\n", " \n", " \n", - " 923444\n", + " 965203\n", " 0\n", " ppth\n", " NaN\n", @@ -6826,7 +6745,7 @@ " NaN\n", " \n", " \n", - " 926281\n", + " 968016\n", " 0\n", " ppth\n", " NaN\n", @@ -6837,7 +6756,7 @@ " NaN\n", " \n", " \n", - " 927943\n", + " 969685\n", " 0.00\n", " ppth\n", " NaN\n", @@ -6848,7 +6767,7 @@ " NaN\n", " \n", " \n", - " 929265\n", + " 970946\n", " 0.00\n", " ppth\n", " NaN\n", @@ -6859,7 +6778,7 @@ " NaN\n", " \n", " \n", - " 930388\n", + " 971984\n", " 0\n", " ppth\n", " NaN\n", @@ -6870,7 +6789,7 @@ " NaN\n", " \n", " \n", - " 931163\n", + " 972832\n", " 0.00\n", " ppth\n", " NaN\n", @@ -6881,7 +6800,7 @@ " NaN\n", " \n", " \n", - " 931662\n", + " 973447\n", " 0.00\n", " ppth\n", " NaN\n", @@ -6892,7 +6811,7 @@ " NaN\n", " \n", " \n", - " 933456\n", + " 975164\n", " 0\n", " ppth\n", " NaN\n", @@ -6903,7 +6822,7 @@ " NaN\n", " \n", " \n", - " 934631\n", + " 976415\n", " 0\n", " ppth\n", " NaN\n", @@ -6914,7 +6833,7 @@ " NaN\n", " \n", " \n", - " 936715\n", + " 978394\n", " 0.00\n", " ppth\n", " NaN\n", @@ -6925,7 +6844,7 @@ " NaN\n", " \n", " \n", - " 949003\n", + " 990692\n", " -0.01\n", " ppth\n", " NaN\n", @@ -6936,7 +6855,7 @@ " NaN\n", " \n", " \n", - " 1134866\n", + " 1135069\n", " 0\n", " ppth\n", " NaN\n", @@ -6947,7 +6866,7 @@ " NaN\n", " \n", " \n", - " 1134871\n", + " 1135074\n", " 0\n", " ppth\n", " NaN\n", @@ -6958,7 +6877,7 @@ " NaN\n", " \n", " \n", - " 1134957\n", + " 1135160\n", " 0\n", " ppth\n", " NaN\n", @@ -6969,7 +6888,7 @@ " NaN\n", " \n", " \n", - " 1134958\n", + " 1135161\n", " 0\n", " ppth\n", " NaN\n", @@ -6980,7 +6899,7 @@ " NaN\n", " \n", " \n", - " 1134959\n", + " 1135162\n", " 0\n", " ppth\n", " NaN\n", @@ -6991,7 +6910,7 @@ " NaN\n", " \n", " \n", - " 1134960\n", + " 1135163\n", " 0\n", " ppth\n", " NaN\n", @@ -7002,7 +6921,7 @@ " NaN\n", " \n", " \n", - " 1137526\n", + " 1137729\n", " 0\n", " ppth\n", " NaN\n", @@ -7013,7 +6932,7 @@ " NaN\n", " \n", " \n", - " 1137665\n", + " 1137868\n", " 0\n", " ppth\n", " NaN\n", @@ -7024,7 +6943,7 @@ " NaN\n", " \n", " \n", - " 1137666\n", + " 1137869\n", " 0\n", " ppth\n", " NaN\n", @@ -7035,7 +6954,7 @@ " NaN\n", " \n", " \n", - " 1137667\n", + " 1137870\n", " 0\n", " ppth\n", " NaN\n", @@ -7046,7 +6965,7 @@ " NaN\n", " \n", " \n", - " 1137668\n", + " 1137871\n", " 0\n", " ppth\n", " NaN\n", @@ -7057,7 +6976,7 @@ " NaN\n", " \n", " \n", - " 1137669\n", + " 1137872\n", " 0\n", " ppth\n", " NaN\n", @@ -7068,7 +6987,7 @@ " NaN\n", " \n", " \n", - " 1137670\n", + " 1137873\n", " 0\n", " ppth\n", " NaN\n", @@ -7079,7 +6998,7 @@ " NaN\n", " \n", " \n", - " 1137765\n", + " 1137968\n", " 0\n", " ppth\n", " NaN\n", @@ -7090,7 +7009,7 @@ " NaN\n", " \n", " \n", - " 1143128\n", + " 1143331\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7101,7 +7020,7 @@ " NaN\n", " \n", " \n", - " 1143129\n", + " 1143332\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7112,7 +7031,7 @@ " NaN\n", " \n", " \n", - " 1143173\n", + " 1143376\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7123,7 +7042,7 @@ " NaN\n", " \n", " \n", - " 1143244\n", + " 1143447\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7134,7 +7053,7 @@ " NaN\n", " \n", " \n", - " 1143301\n", + " 1143504\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7145,7 +7064,7 @@ " NaN\n", " \n", " \n", - " 1143302\n", + " 1143505\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7156,7 +7075,7 @@ " NaN\n", " \n", " \n", - " 1143303\n", + " 1143506\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7167,7 +7086,7 @@ " NaN\n", " \n", " \n", - " 1143304\n", + " 1143507\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7178,7 +7097,7 @@ " NaN\n", " \n", " \n", - " 1143305\n", + " 1143508\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7189,7 +7108,7 @@ " NaN\n", " \n", " \n", - " 1164002\n", + " 1222911\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7200,7 +7119,7 @@ " NaN\n", " \n", " \n", - " 1173806\n", + " 1232720\n", " 0.0\n", " ppth\n", " NaN\n", @@ -7216,234 +7135,234 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag \\\n", - "25648 0.0 ppth NaN \n", - "25649 0.0 ppth NaN \n", - "46164 0.0 ppth NaN \n", - "46165 0.0 ppth NaN \n", + "25322 0.0 ppth NaN \n", + "25323 0.0 ppth NaN \n", + "46499 0.0 ppth NaN \n", + "46500 0.0 ppth NaN \n", "373948 0 ppth NaN \n", "551938 0.0 ppth NaN \n", "561266 0.0 ppth NaN \n", - "736817 -0.02 ppth NaN \n", - "923444 0 ppth NaN \n", - "926281 0 ppth NaN \n", - "927943 0.00 ppth NaN \n", - "929265 0.00 ppth NaN \n", - "930388 0 ppth NaN \n", - "931163 0.00 ppth NaN \n", - "931662 0.00 ppth NaN \n", - "933456 0 ppth NaN \n", - "934631 0 ppth NaN \n", - "936715 0.00 ppth NaN \n", - "949003 -0.01 ppth NaN \n", - "1134866 0 ppth NaN \n", - "1134871 0 ppth NaN \n", - "1134957 0 ppth NaN \n", - "1134958 0 ppth NaN \n", - "1134959 0 ppth NaN \n", - "1134960 0 ppth NaN \n", - "1137526 0 ppth NaN \n", - "1137665 0 ppth NaN \n", - "1137666 0 ppth NaN \n", - "1137667 0 ppth NaN \n", - "1137668 0 ppth NaN \n", - "1137669 0 ppth NaN \n", - "1137670 0 ppth NaN \n", - "1137765 0 ppth NaN \n", - "1143128 0.0 ppth NaN \n", - "1143129 0.0 ppth NaN \n", - "1143173 0.0 ppth NaN \n", - "1143244 0.0 ppth NaN \n", - "1143301 0.0 ppth NaN \n", - "1143302 0.0 ppth NaN \n", - "1143303 0.0 ppth NaN \n", - "1143304 0.0 ppth NaN \n", - "1143305 0.0 ppth NaN \n", - "1164002 0.0 ppth NaN \n", - "1173806 0.0 ppth NaN \n", + "695233 -0.02 ppth NaN \n", + "965203 0 ppth NaN \n", + "968016 0 ppth NaN \n", + "969685 0.00 ppth NaN \n", + "970946 0.00 ppth NaN \n", + "971984 0 ppth NaN \n", + "972832 0.00 ppth NaN \n", + "973447 0.00 ppth NaN \n", + "975164 0 ppth NaN \n", + "976415 0 ppth NaN \n", + "978394 0.00 ppth NaN \n", + "990692 -0.01 ppth NaN \n", + "1135069 0 ppth NaN \n", + "1135074 0 ppth NaN \n", + "1135160 0 ppth NaN \n", + "1135161 0 ppth NaN \n", + "1135162 0 ppth NaN \n", + "1135163 0 ppth NaN \n", + "1137729 0 ppth NaN \n", + "1137868 0 ppth NaN \n", + "1137869 0 ppth NaN \n", + "1137870 0 ppth NaN \n", + "1137871 0 ppth NaN \n", + "1137872 0 ppth NaN \n", + "1137873 0 ppth NaN \n", + "1137968 0 ppth NaN \n", + "1143331 0.0 ppth NaN \n", + "1143332 0.0 ppth NaN \n", + "1143376 0.0 ppth NaN \n", + "1143447 0.0 ppth NaN \n", + "1143504 0.0 ppth NaN \n", + "1143505 0.0 ppth NaN \n", + "1143506 0.0 ppth NaN \n", + "1143507 0.0 ppth NaN \n", + "1143508 0.0 ppth NaN \n", + "1222911 0.0 ppth NaN \n", + "1232720 0.0 ppth NaN \n", "\n", " Salinity ResultDetectionConditionText \\\n", - "25648 0.0 Practical_Salinity_Units NaN \n", - "25649 0.0 Practical_Salinity_Units NaN \n", - "46164 0.0 Practical_Salinity_Units NaN \n", - "46165 0.0 Practical_Salinity_Units NaN \n", + "25322 0.0 Practical_Salinity_Units NaN \n", + "25323 0.0 Practical_Salinity_Units NaN \n", + "46499 0.0 Practical_Salinity_Units NaN \n", + "46500 0.0 Practical_Salinity_Units NaN \n", "373948 0.0 Practical_Salinity_Units NaN \n", "551938 0.0 Practical_Salinity_Units NaN \n", "561266 0.0 Practical_Salinity_Units NaN \n", - "736817 -0.02 Practical_Salinity_Units NaN \n", - "923444 0.0 Practical_Salinity_Units NaN \n", - "926281 0.0 Practical_Salinity_Units NaN \n", - "927943 0.0 Practical_Salinity_Units NaN \n", - "929265 0.0 Practical_Salinity_Units NaN \n", - "930388 0.0 Practical_Salinity_Units NaN \n", - "931163 0.0 Practical_Salinity_Units NaN \n", - "931662 0.0 Practical_Salinity_Units NaN \n", - "933456 0.0 Practical_Salinity_Units NaN \n", - "934631 0.0 Practical_Salinity_Units NaN \n", - "936715 0.0 Practical_Salinity_Units NaN \n", - "949003 -0.01 Practical_Salinity_Units NaN \n", - "1134866 0.0 Practical_Salinity_Units NaN \n", - "1134871 0.0 Practical_Salinity_Units NaN \n", - "1134957 0.0 Practical_Salinity_Units NaN \n", - "1134958 0.0 Practical_Salinity_Units NaN \n", - "1134959 0.0 Practical_Salinity_Units NaN \n", - "1134960 0.0 Practical_Salinity_Units NaN \n", - "1137526 0.0 Practical_Salinity_Units NaN \n", - "1137665 0.0 Practical_Salinity_Units NaN \n", - "1137666 0.0 Practical_Salinity_Units NaN \n", - "1137667 0.0 Practical_Salinity_Units NaN \n", - "1137668 0.0 Practical_Salinity_Units NaN \n", - "1137669 0.0 Practical_Salinity_Units NaN \n", - "1137670 0.0 Practical_Salinity_Units NaN \n", - "1137765 0.0 Practical_Salinity_Units NaN \n", - "1143128 0.0 Practical_Salinity_Units NaN \n", - "1143129 0.0 Practical_Salinity_Units NaN \n", - "1143173 0.0 Practical_Salinity_Units NaN \n", - "1143244 0.0 Practical_Salinity_Units NaN \n", - "1143301 0.0 Practical_Salinity_Units NaN \n", - "1143302 0.0 Practical_Salinity_Units NaN \n", - "1143303 0.0 Practical_Salinity_Units NaN \n", - "1143304 0.0 Practical_Salinity_Units NaN \n", - "1143305 0.0 Practical_Salinity_Units NaN \n", - "1164002 0.0 Practical_Salinity_Units NaN \n", - "1173806 0.0 Practical_Salinity_Units NaN \n", + "695233 -0.02 Practical_Salinity_Units NaN \n", + "965203 0.0 Practical_Salinity_Units NaN \n", + "968016 0.0 Practical_Salinity_Units NaN \n", + "969685 0.0 Practical_Salinity_Units NaN \n", + "970946 0.0 Practical_Salinity_Units NaN \n", + "971984 0.0 Practical_Salinity_Units NaN \n", + "972832 0.0 Practical_Salinity_Units NaN \n", + "973447 0.0 Practical_Salinity_Units NaN \n", + "975164 0.0 Practical_Salinity_Units NaN \n", + "976415 0.0 Practical_Salinity_Units NaN \n", + "978394 0.0 Practical_Salinity_Units NaN \n", + "990692 -0.01 Practical_Salinity_Units NaN \n", + "1135069 0.0 Practical_Salinity_Units NaN \n", + "1135074 0.0 Practical_Salinity_Units NaN \n", + "1135160 0.0 Practical_Salinity_Units NaN \n", + "1135161 0.0 Practical_Salinity_Units NaN \n", + "1135162 0.0 Practical_Salinity_Units NaN \n", + "1135163 0.0 Practical_Salinity_Units NaN \n", + "1137729 0.0 Practical_Salinity_Units NaN \n", + "1137868 0.0 Practical_Salinity_Units NaN \n", + "1137869 0.0 Practical_Salinity_Units NaN \n", + "1137870 0.0 Practical_Salinity_Units NaN \n", + "1137871 0.0 Practical_Salinity_Units NaN \n", + "1137872 0.0 Practical_Salinity_Units NaN \n", + "1137873 0.0 Practical_Salinity_Units NaN \n", + "1137968 0.0 Practical_Salinity_Units NaN \n", + "1143331 0.0 Practical_Salinity_Units NaN \n", + "1143332 0.0 Practical_Salinity_Units NaN \n", + "1143376 0.0 Practical_Salinity_Units NaN \n", + "1143447 0.0 Practical_Salinity_Units NaN \n", + "1143504 0.0 Practical_Salinity_Units NaN \n", + "1143505 0.0 Practical_Salinity_Units NaN \n", + "1143506 0.0 Practical_Salinity_Units NaN \n", + "1143507 0.0 Practical_Salinity_Units NaN \n", + "1143508 0.0 Practical_Salinity_Units NaN \n", + "1222911 0.0 Practical_Salinity_Units NaN \n", + "1232720 0.0 Practical_Salinity_Units NaN \n", "\n", " DetectionQuantitationLimitTypeName \\\n", - "25648 Method Detection Level \n", - "25649 Lower Quantitation Limit \n", - "46164 Method Detection Level \n", - "46165 Lower Quantitation Limit \n", + "25322 Lower Quantitation Limit \n", + "25323 Method Detection Level \n", + "46499 Lower Quantitation Limit \n", + "46500 Method Detection Level \n", "373948 NaN \n", "551938 NaN \n", "561266 NaN \n", - "736817 NaN \n", - "923444 NaN \n", - "926281 NaN \n", - "927943 NaN \n", - "929265 NaN \n", - "930388 NaN \n", - "931163 NaN \n", - "931662 NaN \n", - "933456 NaN \n", - "934631 NaN \n", - "936715 NaN \n", - "949003 NaN \n", - "1134866 NaN \n", - "1134871 NaN \n", - "1134957 NaN \n", - "1134958 NaN \n", - "1134959 NaN \n", - "1134960 NaN \n", - "1137526 NaN \n", - "1137665 NaN \n", - "1137666 NaN \n", - "1137667 NaN \n", - "1137668 NaN \n", - "1137669 NaN \n", - "1137670 NaN \n", - "1137765 NaN \n", - "1143128 NaN \n", - "1143129 NaN \n", - "1143173 NaN \n", - "1143244 NaN \n", - "1143301 NaN \n", - "1143302 NaN \n", - "1143303 NaN \n", - "1143304 NaN \n", - "1143305 NaN \n", - "1164002 NaN \n", - "1173806 NaN \n", + "695233 NaN \n", + "965203 NaN \n", + "968016 NaN \n", + "969685 NaN \n", + "970946 NaN \n", + "971984 NaN \n", + "972832 NaN \n", + "973447 NaN \n", + "975164 NaN \n", + "976415 NaN \n", + "978394 NaN \n", + "990692 NaN \n", + "1135069 NaN \n", + "1135074 NaN \n", + "1135160 NaN \n", + "1135161 NaN \n", + "1135162 NaN \n", + "1135163 NaN \n", + "1137729 NaN \n", + "1137868 NaN \n", + "1137869 NaN \n", + "1137870 NaN \n", + "1137871 NaN \n", + "1137872 NaN \n", + "1137873 NaN \n", + "1137968 NaN \n", + "1143331 NaN \n", + "1143332 NaN \n", + "1143376 NaN \n", + "1143447 NaN \n", + "1143504 NaN \n", + "1143505 NaN \n", + "1143506 NaN \n", + "1143507 NaN \n", + "1143508 NaN \n", + "1222911 NaN \n", + "1232720 NaN \n", "\n", " DetectionQuantitationLimitMeasure/MeasureValue \\\n", - "25648 1.0 \n", - "25649 5.0 \n", - "46164 1.0 \n", - "46165 5.0 \n", + "25322 5.0 \n", + "25323 1.0 \n", + "46499 5.0 \n", + "46500 1.0 \n", "373948 NaN \n", "551938 NaN \n", "561266 NaN \n", - "736817 NaN \n", - "923444 NaN \n", - "926281 NaN \n", - "927943 NaN \n", - "929265 NaN \n", - "930388 NaN \n", - "931163 NaN \n", - "931662 NaN \n", - "933456 NaN \n", - "934631 NaN \n", - "936715 NaN \n", - "949003 NaN \n", - "1134866 NaN \n", - "1134871 NaN \n", - "1134957 NaN \n", - "1134958 NaN \n", - "1134959 NaN \n", - "1134960 NaN \n", - "1137526 NaN \n", - "1137665 NaN \n", - "1137666 NaN \n", - "1137667 NaN \n", - "1137668 NaN \n", - "1137669 NaN \n", - "1137670 NaN \n", - "1137765 NaN \n", - "1143128 NaN \n", - "1143129 NaN \n", - "1143173 NaN \n", - "1143244 NaN \n", - "1143301 NaN \n", - "1143302 NaN \n", - "1143303 NaN \n", - "1143304 NaN \n", - "1143305 NaN \n", - "1164002 NaN \n", - "1173806 NaN \n", + "695233 NaN \n", + "965203 NaN \n", + "968016 NaN \n", + "969685 NaN \n", + "970946 NaN \n", + "971984 NaN \n", + "972832 NaN \n", + "973447 NaN \n", + "975164 NaN \n", + "976415 NaN \n", + "978394 NaN \n", + "990692 NaN \n", + "1135069 NaN \n", + "1135074 NaN \n", + "1135160 NaN \n", + "1135161 NaN \n", + "1135162 NaN \n", + "1135163 NaN \n", + "1137729 NaN \n", + "1137868 NaN \n", + "1137869 NaN \n", + "1137870 NaN \n", + "1137871 NaN \n", + "1137872 NaN \n", + "1137873 NaN \n", + "1137968 NaN \n", + "1143331 NaN \n", + "1143332 NaN \n", + "1143376 NaN \n", + "1143447 NaN \n", + "1143504 NaN \n", + "1143505 NaN \n", + "1143506 NaN \n", + "1143507 NaN \n", + "1143508 NaN \n", + "1222911 NaN \n", + "1232720 NaN \n", "\n", " DetectionQuantitationLimitMeasure/MeasureUnitCode \n", - "25648 ppth \n", - "25649 ppth \n", - "46164 ppth \n", - "46165 ppth \n", + "25322 ppth \n", + "25323 ppth \n", + "46499 ppth \n", + "46500 ppth \n", "373948 NaN \n", "551938 NaN \n", "561266 NaN \n", - "736817 NaN \n", - "923444 NaN \n", - "926281 NaN \n", - "927943 NaN \n", - "929265 NaN \n", - "930388 NaN \n", - "931163 NaN \n", - "931662 NaN \n", - "933456 NaN \n", - "934631 NaN \n", - "936715 NaN \n", - "949003 NaN \n", - "1134866 NaN \n", - "1134871 NaN \n", - "1134957 NaN \n", - "1134958 NaN \n", - "1134959 NaN \n", - "1134960 NaN \n", - "1137526 NaN \n", - "1137665 NaN \n", - "1137666 NaN \n", - "1137667 NaN \n", - "1137668 NaN \n", - "1137669 NaN \n", - "1137670 NaN \n", - "1137765 NaN \n", - "1143128 NaN \n", - "1143129 NaN \n", - "1143173 NaN \n", - "1143244 NaN \n", - "1143301 NaN \n", - "1143302 NaN \n", - "1143303 NaN \n", - "1143304 NaN \n", - "1143305 NaN \n", - "1164002 NaN \n", - "1173806 NaN " + "695233 NaN \n", + "965203 NaN \n", + "968016 NaN \n", + "969685 NaN \n", + "970946 NaN \n", + "971984 NaN \n", + "972832 NaN \n", + "973447 NaN \n", + "975164 NaN \n", + "976415 NaN \n", + "978394 NaN \n", + "990692 NaN \n", + "1135069 NaN \n", + "1135074 NaN \n", + "1135160 NaN \n", + "1135161 NaN \n", + "1135162 NaN \n", + "1135163 NaN \n", + "1137729 NaN \n", + "1137868 NaN \n", + "1137869 NaN \n", + "1137870 NaN \n", + "1137871 NaN \n", + "1137872 NaN \n", + "1137873 NaN \n", + "1137968 NaN \n", + "1143331 NaN \n", + "1143332 NaN \n", + "1143376 NaN \n", + "1143447 NaN \n", + "1143504 NaN \n", + "1143505 NaN \n", + "1143506 NaN \n", + "1143507 NaN \n", + "1143508 NaN \n", + "1222911 NaN \n", + "1232720 NaN " ] }, "execution_count": 77, @@ -7471,16 +7390,16 @@ { "data": { "text/plain": [ - "481645 626.0 microsiemens / centimeter\n", - "486030 688.0 microsiemens / centimeter\n", - "503531 606.0 microsiemens / centimeter\n", - "504653 606.0 microsiemens / centimeter\n", - "507894 633.0 microsiemens / centimeter\n", + "481410 626.0 microsiemens / centimeter\n", + "486059 688.0 microsiemens / centimeter\n", + "503732 606.0 microsiemens / centimeter\n", + "504604 606.0 microsiemens / centimeter\n", + "507743 633.0 microsiemens / centimeter\n", "577326 775.0 microsiemens / centimeter\n", - "580001 776.0 microsiemens / centimeter\n", - "580999 776.0 microsiemens / centimeter\n", - "583061 776.0 microsiemens / centimeter\n", - "588690 775.0 microsiemens / centimeter\n", + "580108 776.0 microsiemens / centimeter\n", + "581088 776.0 microsiemens / centimeter\n", + "583217 776.0 microsiemens / centimeter\n", + "588559 775.0 microsiemens / centimeter\n", "Name: Conductivity, dtype: object" ] }, @@ -7537,7 +7456,7 @@ " \n", " \n", " \n", - " 580001\n", + " 580108\n", " 776\n", " uS/cm\n", " NaN\n", @@ -7545,7 +7464,7 @@ " 776.0 microsiemens / centimeter\n", " \n", " \n", - " 580999\n", + " 581088\n", " 776\n", " uS/cm\n", " NaN\n", @@ -7553,7 +7472,7 @@ " 776.0 microsiemens / centimeter\n", " \n", " \n", - " 583061\n", + " 583217\n", " 776\n", " uS/cm\n", " NaN\n", @@ -7569,7 +7488,7 @@ " 775.0 microsiemens / centimeter\n", " \n", " \n", - " 588690\n", + " 588559\n", " 775\n", " uS/cm\n", " NaN\n", @@ -7577,7 +7496,7 @@ " 775.0 microsiemens / centimeter\n", " \n", " \n", - " 486030\n", + " 486059\n", " 688\n", " uS/cm\n", " NaN\n", @@ -7585,7 +7504,7 @@ " 688.0 microsiemens / centimeter\n", " \n", " \n", - " 507894\n", + " 507743\n", " 633\n", " uS/cm\n", " NaN\n", @@ -7593,7 +7512,7 @@ " 633.0 microsiemens / centimeter\n", " \n", " \n", - " 481645\n", + " 481410\n", " 626\n", " uS/cm\n", " NaN\n", @@ -7601,7 +7520,7 @@ " 626.0 microsiemens / centimeter\n", " \n", " \n", - " 503531\n", + " 503732\n", " 606\n", " uS/cm\n", " NaN\n", @@ -7609,7 +7528,7 @@ " 606.0 microsiemens / centimeter\n", " \n", " \n", - " 504653\n", + " 504604\n", " 606\n", " uS/cm\n", " NaN\n", @@ -7622,28 +7541,28 @@ ], "text/plain": [ " ResultMeasureValue ResultMeasure/MeasureUnitCode QA_flag Salinity \\\n", - "580001 776 uS/cm NaN NaN \n", - "580999 776 uS/cm NaN NaN \n", - "583061 776 uS/cm NaN NaN \n", + "580108 776 uS/cm NaN NaN \n", + "581088 776 uS/cm NaN NaN \n", + "583217 776 uS/cm NaN NaN \n", "577326 775 uS/cm NaN NaN \n", - "588690 775 uS/cm NaN NaN \n", - "486030 688 uS/cm NaN NaN \n", - "507894 633 uS/cm NaN NaN \n", - "481645 626 uS/cm NaN NaN \n", - "503531 606 uS/cm NaN NaN \n", - "504653 606 uS/cm NaN NaN \n", + "588559 775 uS/cm NaN NaN \n", + "486059 688 uS/cm NaN NaN \n", + "507743 633 uS/cm NaN NaN \n", + "481410 626 uS/cm NaN NaN \n", + "503732 606 uS/cm NaN NaN \n", + "504604 606 uS/cm NaN NaN \n", "\n", " Conductivity \n", - "580001 776.0 microsiemens / centimeter \n", - "580999 776.0 microsiemens / centimeter \n", - "583061 776.0 microsiemens / centimeter \n", + "580108 776.0 microsiemens / centimeter \n", + "581088 776.0 microsiemens / centimeter \n", + "583217 776.0 microsiemens / centimeter \n", "577326 775.0 microsiemens / centimeter \n", - "588690 775.0 microsiemens / centimeter \n", - "486030 688.0 microsiemens / centimeter \n", - "507894 633.0 microsiemens / centimeter \n", - "481645 626.0 microsiemens / centimeter \n", - "503531 606.0 microsiemens / centimeter \n", - "504653 606.0 microsiemens / centimeter " + "588559 775.0 microsiemens / centimeter \n", + "486059 688.0 microsiemens / centimeter \n", + "507743 633.0 microsiemens / centimeter \n", + "481410 626.0 microsiemens / centimeter \n", + "503732 606.0 microsiemens / centimeter \n", + "504604 606.0 microsiemens / centimeter " ] }, "execution_count": 79, @@ -7666,16 +7585,16 @@ { "data": { "text/plain": [ - "580001 0.379 dimensionless\n", - "580999 0.379 dimensionless\n", - "583061 0.379 dimensionless\n", + "580108 0.379 dimensionless\n", + "581088 0.379 dimensionless\n", + "583217 0.379 dimensionless\n", "577326 0.379 dimensionless\n", - "588690 0.379 dimensionless\n", - "486030 0.335 dimensionless\n", - "507894 0.308 dimensionless\n", - "481645 0.304 dimensionless\n", - "503531 0.294 dimensionless\n", - "504653 0.294 dimensionless\n", + "588559 0.379 dimensionless\n", + "486059 0.335 dimensionless\n", + "507743 0.308 dimensionless\n", + "481410 0.304 dimensionless\n", + "503732 0.294 dimensionless\n", + "504604 0.294 dimensionless\n", "Name: Salinity, dtype: object" ] }, @@ -7738,19 +7657,19 @@ " \n", " \n", " \n", - " 580001\n", + " 580108\n", " 2007-08-15\n", " NaN\n", " NaN\n", " \n", " \n", - " 580999\n", + " 581088\n", " 2007-08-15\n", " NaN\n", " NaN\n", " \n", " \n", - " 583061\n", + " 583217\n", " 2007-08-15\n", " NaN\n", " NaN\n", @@ -7762,7 +7681,7 @@ " NaN\n", " \n", " \n", - " 588690\n", + " 588559\n", " 2007-08-15\n", " NaN\n", " NaN\n", @@ -7774,68 +7693,68 @@ " ...\n", " \n", " \n", - " 1424513\n", + " 1447169\n", " 1955-04-08\n", " NaN\n", " NaN\n", " \n", " \n", - " 1424514\n", + " 1447170\n", " 1955-04-08\n", " NaN\n", " NaN\n", " \n", " \n", - " 1424515\n", + " 1447171\n", " 1957-10-21\n", " 14:05:00\n", " EST\n", " \n", " \n", - " 1424516\n", + " 1447172\n", " 1955-04-08\n", " NaN\n", " NaN\n", " \n", " \n", - " 1424517\n", + " 1447173\n", " 1955-04-08\n", " NaN\n", " NaN\n", " \n", " \n", "\n", - "

1424518 rows × 3 columns

\n", + "

1447174 rows × 3 columns

\n", "" ], "text/plain": [ " ActivityStartDate ActivityStartTime/Time \\\n", - "580001 2007-08-15 NaN \n", - "580999 2007-08-15 NaN \n", - "583061 2007-08-15 NaN \n", + "580108 2007-08-15 NaN \n", + "581088 2007-08-15 NaN \n", + "583217 2007-08-15 NaN \n", "577326 2007-08-15 NaN \n", - "588690 2007-08-15 NaN \n", + "588559 2007-08-15 NaN \n", "... ... ... \n", - "1424513 1955-04-08 NaN \n", - "1424514 1955-04-08 NaN \n", - "1424515 1957-10-21 14:05:00 \n", - "1424516 1955-04-08 NaN \n", - "1424517 1955-04-08 NaN \n", + "1447169 1955-04-08 NaN \n", + "1447170 1955-04-08 NaN \n", + "1447171 1957-10-21 14:05:00 \n", + "1447172 1955-04-08 NaN \n", + "1447173 1955-04-08 NaN \n", "\n", " ActivityStartTime/TimeZoneCode \n", - "580001 NaN \n", - "580999 NaN \n", - "583061 NaN \n", + "580108 NaN \n", + "581088 NaN \n", + "583217 NaN \n", "577326 NaN \n", - "588690 NaN \n", + "588559 NaN \n", "... ... \n", - "1424513 NaN \n", - "1424514 NaN \n", - "1424515 EST \n", - "1424516 NaN \n", - "1424517 NaN \n", + "1447169 NaN \n", + "1447170 NaN \n", + "1447171 EST \n", + "1447172 NaN \n", + "1447173 NaN \n", "\n", - "[1424518 rows x 3 columns]" + "[1447174 rows x 3 columns]" ] }, "execution_count": 81, @@ -7889,17 +7808,17 @@ " \n", " \n", " \n", - " 580001\n", + " 580108\n", " 2007-08-15\n", " NaT\n", " \n", " \n", - " 580999\n", + " 581088\n", " 2007-08-15\n", " NaT\n", " \n", " \n", - " 583061\n", + " 583217\n", " 2007-08-15\n", " NaT\n", " \n", @@ -7909,7 +7828,7 @@ " NaT\n", " \n", " \n", - " 588690\n", + " 588559\n", " 2007-08-15\n", " NaT\n", " \n", @@ -7919,50 +7838,50 @@ " ...\n", " \n", " \n", - " 1424513\n", + " 1447169\n", " 1955-04-08\n", " NaT\n", " \n", " \n", - " 1424514\n", + " 1447170\n", " 1955-04-08\n", " NaT\n", " \n", " \n", - " 1424515\n", + " 1447171\n", " 1957-10-21\n", " 1957-10-21 19:05:00+00:00\n", " \n", " \n", - " 1424516\n", + " 1447172\n", " 1955-04-08\n", " NaT\n", " \n", " \n", - " 1424517\n", + " 1447173\n", " 1955-04-08\n", " NaT\n", " \n", " \n", "\n", - "

1424518 rows × 2 columns

\n", + "

1447174 rows × 2 columns

\n", "" ], "text/plain": [ " ActivityStartDate Activity_datetime\n", - "580001 2007-08-15 NaT\n", - "580999 2007-08-15 NaT\n", - "583061 2007-08-15 NaT\n", + "580108 2007-08-15 NaT\n", + "581088 2007-08-15 NaT\n", + "583217 2007-08-15 NaT\n", "577326 2007-08-15 NaT\n", - "588690 2007-08-15 NaT\n", + "588559 2007-08-15 NaT\n", "... ... ...\n", - "1424513 1955-04-08 NaT\n", - "1424514 1955-04-08 NaT\n", - "1424515 1957-10-21 1957-10-21 19:05:00+00:00\n", - "1424516 1955-04-08 NaT\n", - "1424517 1955-04-08 NaT\n", + "1447169 1955-04-08 NaT\n", + "1447170 1955-04-08 NaT\n", + "1447171 1957-10-21 1957-10-21 19:05:00+00:00\n", + "1447172 1955-04-08 NaT\n", + "1447173 1955-04-08 NaT\n", "\n", - "[1424518 rows x 2 columns]" + "[1447174 rows x 2 columns]" ] }, "execution_count": 82, @@ -8013,17 +7932,17 @@ { "data": { "text/plain": [ - "486030 0.95\n", - "507894 0.50\n", - "481645 0.00\n", - "377629 0.10\n", - "378223 0.10\n", - " ... \n", - "1006048 0.43\n", - "1009711 0.38\n", - "1012084 0.43\n", - "1013230 0.38\n", - "1013561 0.33\n", + "486059 0.95\n", + "507743 0.50\n", + "481410 0.00\n", + "377563 0.10\n", + "378566 0.10\n", + " ... \n", + "887490 0.43\n", + "891588 0.38\n", + "893814 0.43\n", + "894681 0.38\n", + "895166 0.33\n", "Name: ResultDepthHeightMeasure/MeasureValue, Length: 261, dtype: float64" ] }, @@ -8083,21 +8002,21 @@ " DataLoggerLine\n", " ResultDetectionConditionText\n", " ...\n", + " QA_Fecal_Coliform\n", + " QA_E_coli\n", + " QA_Salinity\n", " QA_TP_Phosphorus\n", " QA_TDP_Phosphorus\n", " QA_Other_Phosphorus\n", - " QA_Salinity\n", + " QA_Conductivity\n", " QA_Nitrogen\n", - " QA_E_coli\n", + " QA_pH\n", " QA_Temperature\n", - " QA_Secchi\n", - " QA_DO\n", - " QA_Carbon\n", " \n", " \n", " \n", " \n", - " 580001\n", + " 580108\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:2\n", @@ -8121,7 +8040,7 @@ " NaN\n", " \n", " \n", - " 580999\n", + " 581088\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:3.3\n", @@ -8145,7 +8064,7 @@ " NaN\n", " \n", " \n", - " 583061\n", + " 583217\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:3\n", @@ -8193,7 +8112,7 @@ " NaN\n", " \n", " \n", - " 588690\n", + " 588559\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:0\n", @@ -8241,7 +8160,7 @@ " ...\n", " \n", " \n", - " 1424513\n", + " 1447169\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500762\n", @@ -8249,7 +8168,7 @@ " NaN\n", " NaN\n", " USGS-273926082304501\n", - " NWIS-6843062\n", + " NWIS-6842517\n", " NaN\n", " NaN\n", " ...\n", @@ -8265,7 +8184,7 @@ " NaN\n", " \n", " \n", - " 1424514\n", + " 1447170\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500762\n", @@ -8273,7 +8192,7 @@ " NaN\n", " NaN\n", " USGS-273926082304501\n", - " NWIS-6843065\n", + " NWIS-6842520\n", " NaN\n", " NaN\n", " ...\n", @@ -8289,7 +8208,7 @@ " NaN\n", " \n", " \n", - " 1424515\n", + " 1447171\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95800924\n", @@ -8297,7 +8216,7 @@ " 14:05:00\n", " -0500\n", " USGS-02306001\n", - " NWIS-6894931\n", + " NWIS-6894386\n", " NaN\n", " NaN\n", " ...\n", @@ -8313,7 +8232,7 @@ " NaN\n", " \n", " \n", - " 1424516\n", + " 1447172\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500782\n", @@ -8321,7 +8240,7 @@ " NaN\n", " NaN\n", " USGS-274455082253601\n", - " NWIS-6843462\n", + " NWIS-6842917\n", " NaN\n", " NaN\n", " ...\n", @@ -8337,7 +8256,7 @@ " NaN\n", " \n", " \n", - " 1424517\n", + " 1447173\n", " USGS-FL\n", " USGS Florida Water Science Center\n", " nwisfl.01.95500782\n", @@ -8345,7 +8264,7 @@ " NaN\n", " NaN\n", " USGS-274455082253601\n", - " NWIS-6843465\n", + " NWIS-6842920\n", " NaN\n", " NaN\n", " ...\n", @@ -8362,102 +8281,102 @@ " \n", " \n", "\n", - "

1358114 rows × 117 columns

\n", + "

1379609 rows × 117 columns

\n", "" ], "text/plain": [ " OrganizationIdentifier OrganizationFormalName \\\n", - "580001 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", - "580999 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", - "583061 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "580108 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "581088 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "583217 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", "577326 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", - "588690 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "588559 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", "... ... ... \n", - "1424513 USGS-FL USGS Florida Water Science Center \n", - "1424514 USGS-FL USGS Florida Water Science Center \n", - "1424515 USGS-FL USGS Florida Water Science Center \n", - "1424516 USGS-FL USGS Florida Water Science Center \n", - "1424517 USGS-FL USGS Florida Water Science Center \n", + "1447169 USGS-FL USGS Florida Water Science Center \n", + "1447170 USGS-FL USGS Florida Water Science Center \n", + "1447171 USGS-FL USGS Florida Water Science Center \n", + "1447172 USGS-FL USGS Florida Water Science Center \n", + "1447173 USGS-FL USGS Florida Water Science Center \n", "\n", " ActivityIdentifier ActivityStartDate \\\n", - "580001 NARS_WQX-PRF:0161:1:070815:2 2007-08-15 \n", - "580999 NARS_WQX-PRF:0161:1:070815:3.3 2007-08-15 \n", - "583061 NARS_WQX-PRF:0161:1:070815:3 2007-08-15 \n", + "580108 NARS_WQX-PRF:0161:1:070815:2 2007-08-15 \n", + "581088 NARS_WQX-PRF:0161:1:070815:3.3 2007-08-15 \n", + "583217 NARS_WQX-PRF:0161:1:070815:3 2007-08-15 \n", "577326 NARS_WQX-PRF:0161:1:070815:1 2007-08-15 \n", - "588690 NARS_WQX-PRF:0161:1:070815:0 2007-08-15 \n", + "588559 NARS_WQX-PRF:0161:1:070815:0 2007-08-15 \n", "... ... ... \n", - "1424513 nwisfl.01.95500762 1955-04-08 \n", - "1424514 nwisfl.01.95500762 1955-04-08 \n", - "1424515 nwisfl.01.95800924 1957-10-21 \n", - "1424516 nwisfl.01.95500782 1955-04-08 \n", - "1424517 nwisfl.01.95500782 1955-04-08 \n", + "1447169 nwisfl.01.95500762 1955-04-08 \n", + "1447170 nwisfl.01.95500762 1955-04-08 \n", + "1447171 nwisfl.01.95800924 1957-10-21 \n", + "1447172 nwisfl.01.95500782 1955-04-08 \n", + "1447173 nwisfl.01.95500782 1955-04-08 \n", "\n", " ActivityStartTime/Time ActivityStartTime/TimeZoneCode \\\n", - "580001 NaN NaN \n", - "580999 NaN NaN \n", - "583061 NaN NaN \n", + "580108 NaN NaN \n", + "581088 NaN NaN \n", + "583217 NaN NaN \n", "577326 NaN NaN \n", - "588690 NaN NaN \n", + "588559 NaN NaN \n", "... ... ... \n", - "1424513 NaN NaN \n", - "1424514 NaN NaN \n", - "1424515 14:05:00 -0500 \n", - "1424516 NaN NaN \n", - "1424517 NaN NaN \n", + "1447169 NaN NaN \n", + "1447170 NaN NaN \n", + "1447171 14:05:00 -0500 \n", + "1447172 NaN NaN \n", + "1447173 NaN NaN \n", "\n", " MonitoringLocationIdentifier ResultIdentifier DataLoggerLine \\\n", - "580001 NARS_WQX-NLA06608-0161 STORET-183201126 NaN \n", - "580999 NARS_WQX-NLA06608-0161 STORET-183201150 NaN \n", - "583061 NARS_WQX-NLA06608-0161 STORET-183201135 NaN \n", + "580108 NARS_WQX-NLA06608-0161 STORET-183201126 NaN \n", + "581088 NARS_WQX-NLA06608-0161 STORET-183201150 NaN \n", + "583217 NARS_WQX-NLA06608-0161 STORET-183201135 NaN \n", "577326 NARS_WQX-NLA06608-0161 STORET-183201115 NaN \n", - "588690 NARS_WQX-NLA06608-0161 STORET-183201107 NaN \n", + "588559 NARS_WQX-NLA06608-0161 STORET-183201107 NaN \n", "... ... ... ... \n", - "1424513 USGS-273926082304501 NWIS-6843062 NaN \n", - "1424514 USGS-273926082304501 NWIS-6843065 NaN \n", - "1424515 USGS-02306001 NWIS-6894931 NaN \n", - "1424516 USGS-274455082253601 NWIS-6843462 NaN \n", - "1424517 USGS-274455082253601 NWIS-6843465 NaN \n", - "\n", - " ResultDetectionConditionText ... QA_TP_Phosphorus QA_TDP_Phosphorus \\\n", - "580001 NaN ... NaN NaN \n", - "580999 NaN ... NaN NaN \n", - "583061 NaN ... NaN NaN \n", - "577326 NaN ... NaN NaN \n", - "588690 NaN ... NaN NaN \n", - "... ... ... ... ... \n", - "1424513 NaN ... NaN NaN \n", - "1424514 NaN ... NaN NaN \n", - "1424515 NaN ... NaN NaN \n", - "1424516 NaN ... NaN NaN \n", - "1424517 NaN ... NaN NaN \n", - "\n", - " QA_Other_Phosphorus QA_Salinity QA_Nitrogen QA_E_coli QA_Temperature \\\n", - "580001 NaN NaN NaN NaN NaN \n", - "580999 NaN NaN NaN NaN NaN \n", - "583061 NaN NaN NaN NaN NaN \n", - "577326 NaN NaN NaN NaN NaN \n", - "588690 NaN NaN NaN NaN NaN \n", - "... ... ... ... ... ... \n", - "1424513 NaN NaN NaN NaN NaN \n", - "1424514 NaN NaN NaN NaN NaN \n", - "1424515 NaN NaN NaN NaN NaN \n", - "1424516 NaN NaN NaN NaN NaN \n", - "1424517 NaN NaN NaN NaN NaN \n", - "\n", - " QA_Secchi QA_DO QA_Carbon \n", - "580001 NaN NaN NaN \n", - "580999 NaN NaN NaN \n", - "583061 NaN NaN NaN \n", - "577326 NaN NaN NaN \n", - "588690 NaN NaN NaN \n", - "... ... ... ... \n", - "1424513 NaN NaN NaN \n", - "1424514 NaN NaN NaN \n", - "1424515 NaN NaN NaN \n", - "1424516 NaN NaN NaN \n", - "1424517 NaN NaN NaN \n", - "\n", - "[1358114 rows x 117 columns]" + "1447169 USGS-273926082304501 NWIS-6842517 NaN \n", + "1447170 USGS-273926082304501 NWIS-6842520 NaN \n", + "1447171 USGS-02306001 NWIS-6894386 NaN \n", + "1447172 USGS-274455082253601 NWIS-6842917 NaN \n", + "1447173 USGS-274455082253601 NWIS-6842920 NaN \n", + "\n", + " ResultDetectionConditionText ... QA_Fecal_Coliform QA_E_coli \\\n", + "580108 NaN ... NaN NaN \n", + "581088 NaN ... NaN NaN \n", + "583217 NaN ... NaN NaN \n", + "577326 NaN ... NaN NaN \n", + "588559 NaN ... NaN NaN \n", + "... ... ... ... ... \n", + "1447169 NaN ... NaN NaN \n", + "1447170 NaN ... NaN NaN \n", + "1447171 NaN ... NaN NaN \n", + "1447172 NaN ... NaN NaN \n", + "1447173 NaN ... NaN NaN \n", + "\n", + " QA_Salinity QA_TP_Phosphorus QA_TDP_Phosphorus QA_Other_Phosphorus \\\n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "1447169 NaN NaN NaN NaN \n", + "1447170 NaN NaN NaN NaN \n", + "1447171 NaN NaN NaN NaN \n", + "1447172 NaN NaN NaN NaN \n", + "1447173 NaN NaN NaN NaN \n", + "\n", + " QA_Conductivity QA_Nitrogen QA_pH QA_Temperature \n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "... ... ... ... ... \n", + "1447169 NaN NaN NaN NaN \n", + "1447170 NaN NaN NaN NaN \n", + "1447171 NaN NaN NaN NaN \n", + "1447172 NaN NaN NaN NaN \n", + "1447173 NaN NaN NaN NaN \n", + "\n", + "[1379609 rows x 117 columns]" ] }, "execution_count": 84, @@ -8480,7 +8399,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "15 new columns\n" + "14 new columns\n" ] } ], @@ -8498,7 +8417,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "66404 fewer rows\n" + "67565 fewer rows\n" ] } ], @@ -8589,17 +8508,17 @@ "Index(['OrganizationIdentifier', 'OrganizationFormalName',\n", " 'ActivityIdentifier', 'MonitoringLocationIdentifier', 'ProviderName',\n", " 'Secchi', 'Temperature', 'DO', 'pH', 'Salinity', 'Nitrogen',\n", - " 'Speciation', 'Conductivity', 'Chlorophyll', 'Carbon', 'Turbidity',\n", - " 'Sediment', 'Phosphorus', 'TP_Phosphorus', 'TDP_Phosphorus',\n", - " 'Other_Phosphorus', 'Fecal_Coliform', 'E_coli',\n", - " 'DetectionQuantitationLimitTypeName',\n", + " 'Speciation', 'TOTAL NITROGEN_ MIXED FORMS', 'Conductivity',\n", + " 'Chlorophyll', 'Carbon', 'Turbidity', 'Sediment', 'Phosphorus',\n", + " 'TP_Phosphorus', 'TDP_Phosphorus', 'Other_Phosphorus', 'Fecal_Coliform',\n", + " 'E_coli', 'DetectionQuantitationLimitTypeName',\n", " 'DetectionQuantitationLimitMeasure/MeasureValue',\n", " 'DetectionQuantitationLimitMeasure/MeasureUnitCode',\n", - " 'Activity_datetime', 'Depth', 'QA_Sediment', 'QA_Conductivity',\n", - " 'QA_Fecal_Coliform', 'QA_Turbidity', 'QA_Chlorophyll', 'QA_pH',\n", - " 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus', 'QA_Other_Phosphorus',\n", - " 'QA_Salinity', 'QA_Nitrogen', 'QA_E_coli', 'QA_Temperature',\n", - " 'QA_Secchi', 'QA_DO', 'QA_Carbon'],\n", + " 'Activity_datetime', 'Depth', 'QA_Secchi', 'QA_Carbon', 'QA_DO',\n", + " 'QA_Turbidity', 'QA_Chlorophyll', 'QA_Fecal_Coliform', 'QA_E_coli',\n", + " 'QA_Salinity', 'QA_TP_Phosphorus', 'QA_TDP_Phosphorus',\n", + " 'QA_Other_Phosphorus', 'QA_Conductivity', 'QA_Nitrogen', 'QA_pH',\n", + " 'QA_Temperature'],\n", " dtype='object')" ] }, @@ -8650,21 +8569,21 @@ " pH\n", " Salinity\n", " ...\n", + " QA_Fecal_Coliform\n", + " QA_E_coli\n", + " QA_Salinity\n", " QA_TP_Phosphorus\n", " QA_TDP_Phosphorus\n", " QA_Other_Phosphorus\n", - " QA_Salinity\n", + " QA_Conductivity\n", " QA_Nitrogen\n", - " QA_E_coli\n", + " QA_pH\n", " QA_Temperature\n", - " QA_Secchi\n", - " QA_DO\n", - " QA_Carbon\n", " \n", " \n", " \n", " \n", - " 580001\n", + " 580108\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:2\n", @@ -8688,7 +8607,7 @@ " NaN\n", " \n", " \n", - " 580999\n", + " 581088\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:3.3\n", @@ -8712,7 +8631,7 @@ " NaN\n", " \n", " \n", - " 583061\n", + " 583217\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:3\n", @@ -8760,7 +8679,7 @@ " NaN\n", " \n", " \n", - " 588690\n", + " 588559\n", " NARS_WQX\n", " EPA National Aquatic Resources Survey (NARS)\n", " NARS_WQX-PRF:0161:1:070815:0\n", @@ -8790,39 +8709,46 @@ ], "text/plain": [ " OrganizationIdentifier OrganizationFormalName \\\n", - "580001 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", - "580999 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", - "583061 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "580108 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "581088 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "583217 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", "577326 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", - "588690 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", + "588559 NARS_WQX EPA National Aquatic Resources Survey (NARS) \n", "\n", " ActivityIdentifier MonitoringLocationIdentifier \\\n", - "580001 NARS_WQX-PRF:0161:1:070815:2 NARS_WQX-NLA06608-0161 \n", - "580999 NARS_WQX-PRF:0161:1:070815:3.3 NARS_WQX-NLA06608-0161 \n", - "583061 NARS_WQX-PRF:0161:1:070815:3 NARS_WQX-NLA06608-0161 \n", + "580108 NARS_WQX-PRF:0161:1:070815:2 NARS_WQX-NLA06608-0161 \n", + "581088 NARS_WQX-PRF:0161:1:070815:3.3 NARS_WQX-NLA06608-0161 \n", + "583217 NARS_WQX-PRF:0161:1:070815:3 NARS_WQX-NLA06608-0161 \n", "577326 NARS_WQX-PRF:0161:1:070815:1 NARS_WQX-NLA06608-0161 \n", - "588690 NARS_WQX-PRF:0161:1:070815:0 NARS_WQX-NLA06608-0161 \n", + "588559 NARS_WQX-PRF:0161:1:070815:0 NARS_WQX-NLA06608-0161 \n", "\n", " ProviderName Secchi Temperature DO pH Salinity ... \\\n", - "580001 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", - "580999 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", - "583061 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "580108 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "581088 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "583217 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", "577326 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", - "588690 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", - "\n", - " QA_TP_Phosphorus QA_TDP_Phosphorus QA_Other_Phosphorus QA_Salinity \\\n", - "580001 NaN NaN NaN NaN \n", - "580999 NaN NaN NaN NaN \n", - "583061 NaN NaN NaN NaN \n", - "577326 NaN NaN NaN NaN \n", - "588690 NaN NaN NaN NaN \n", - "\n", - " QA_Nitrogen QA_E_coli QA_Temperature QA_Secchi QA_DO QA_Carbon \n", - "580001 NaN NaN NaN NaN NaN NaN \n", - "580999 NaN NaN NaN NaN NaN NaN \n", - "583061 NaN NaN NaN NaN NaN NaN \n", - "577326 NaN NaN NaN NaN NaN NaN \n", - "588690 NaN NaN NaN NaN NaN NaN \n", + "588559 STORET NaN NaN NaN NaN 0.379 dimensionless ... \n", + "\n", + " QA_Fecal_Coliform QA_E_coli QA_Salinity QA_TP_Phosphorus \\\n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "\n", + " QA_TDP_Phosphorus QA_Other_Phosphorus QA_Conductivity QA_Nitrogen \\\n", + "580108 NaN NaN NaN NaN \n", + "581088 NaN NaN NaN NaN \n", + "583217 NaN NaN NaN NaN \n", + "577326 NaN NaN NaN NaN \n", + "588559 NaN NaN NaN NaN \n", + "\n", + " QA_pH QA_Temperature \n", + "580108 NaN NaN \n", + "581088 NaN NaN \n", + "583217 NaN NaN \n", + "577326 NaN NaN \n", + "588559 NaN NaN \n", "\n", "[5 rows x 44 columns]" ] @@ -8845,18 +8771,18 @@ { "data": { "text/plain": [ - "['QA_Sediment',\n", - " 'QA_Conductivity',\n", + "['Sediment',\n", + " 'QA_Carbon',\n", + " 'QA_DO',\n", " 'QA_Turbidity',\n", - " 'QA_pH',\n", + " 'QA_E_coli',\n", + " 'QA_Salinity',\n", " 'QA_TDP_Phosphorus',\n", " 'QA_Other_Phosphorus',\n", - " 'QA_Salinity',\n", + " 'QA_Conductivity',\n", " 'QA_Nitrogen',\n", - " 'QA_E_coli',\n", - " 'QA_Temperature',\n", - " 'QA_DO',\n", - " 'QA_Carbon']" + " 'QA_pH',\n", + " 'QA_Temperature']" ] }, "execution_count": 91, @@ -8888,7 +8814,7 @@ }, { "data": { - "image/png": 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", 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", 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